{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look for the RiverObs test data es either an environment variable or in the default directory location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'../../../RiverObsTestData'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "from os.path import exists\n",
    "def find_riverobs_test_data_dir():\n",
    "    \"\"\"Fin the location of the test data root directory\"\"\"\n",
    "    \n",
    "    if 'RIVEROBS_TESTDATA_DIR' in os.environ:\n",
    "        test_data_dir = os.environ('RIVEROBS_TESTDATA_DIR')\n",
    "    else: # try the default location\n",
    "        test_data_dir = '../../../RiverObsTestData'\n",
    "        \n",
    "    if not exists(test_data_dir):\n",
    "        print('You must either set the environment variable RIVEROBS_TESTDATA_DIR')\n",
    "        print('or locate the test data directory at ../../../RiverObsTestData')\n",
    "        raise Exception('Test data directory not found.')\n",
    "        \n",
    "    return test_data_dir\n",
    "\n",
    "data_dir = find_riverobs_test_data_dir()\n",
    "data_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab --no-import-all inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/erodrigu/anaconda/envs/RiverObs/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "from os.path import join\n",
    "from SWOTRiver import SWOTL2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test the v0 L2 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l2_file = join(data_dir,'L2','L2v0','simulated_sacramento_swot_test_data_v0.nc')\n",
    "assert exists(l2_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cant Find range_index, or azimuth_index variables, assuming 2D-image image coordinates (like from a gdem)\n",
      "WARNING: Input file does not contain range/azimuth index. Functions relying on radar coordinates WILL break!\n"
     ]
    }
   ],
   "source": [
    "height_kwd = 'water_height'\n",
    "l2 = SWOTL2(l2_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "height\n",
      "no_layover_classification\n",
      "no_layover_latitude\n",
      "no_layover_longitude\n",
      "water_height\n"
     ]
    }
   ],
   "source": [
    "# Print the contents of the L2A file\n",
    "\n",
    "for var in l2.nc.variables.keys():\n",
    "    print(var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the heights in lat/lon and X,Y coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i/YjOdfeziAy28I6ZAawFTo01/LaISCbLlPbUIiKSm3IhTyWtGHL3T4FhMbZfBFwUY/tk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\n05HnXzyfUaNvCMu+E93xXTsGXZbicpGZksJBbVq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lQj2lzeTi3ICm13Lp/vdVSoQAbwNa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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1262cf390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(14,6)\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(l2.lon,l2.lat,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('Longitude (deg)')\n",
    "plt.ylabel('Latitude (deg)')\n",
    "plt.colorbar(label='Water Height (m)');\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(l2.x/1.e3,l2.y/1.e3,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('X (km)')\n",
    "plt.ylabel('Y (km)')\n",
    "plt.colorbar(label='Water Height (m)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pixel cloud data v1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l2_file = join(data_dir,'L2','L2v1','swot_heights_ohio_example_v1.Multilook_L2PIXC.nc')\n",
    "assert exists(l2_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lonmin =  -83 \n",
    "latmin =  38\n",
    "lonmax =  -82\n",
    "latmax =  39\n",
    "bounding_box = lonmin,latmin,lonmax,latmax\n",
    "\n",
    "# The list of classes to consider for potential inundation.\n",
    "# The truth classes are [1], if no_layover_classification' is used.\n",
    "# If estimated classification is used, the choice depends on whether\n",
    "# use_fractional_inundation is set.\n",
    "# If it is not set, either [3,4] or [4] should be used.\n",
    "# If it is set, [2,3,4] or [3,4] should be used.\n",
    "class_list = [2,3,4,5]\n",
    "\n",
    "lat_kwd = 'latitude_medium'\n",
    "lon_kwd = 'longitude_medium'\n",
    "class_kwd = 'classification'\n",
    "height_kwd = 'height_medium'\n",
    "\n",
    "l2 = SWOTL2(l2_file,bounding_box=bounding_box,\n",
    "            class_list=class_list,\n",
    "            lat_kwd=lat_kwd,lon_kwd=lon_kwd,class_kwd=class_kwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "azimuth_index\n",
      "range_index\n",
      "classification\n",
      "continuous_classification\n",
      "reference_layover_flag\n",
      "reference_layover_height_error\n",
      "pixel_area\n",
      "latitude_medium\n",
      "longitude_medium\n",
      "height_medium\n",
      "cross_track_medium\n",
      "look_unit_x_medium\n",
      "look_unit_y_medium\n",
      "look_unit_z_medium\n",
      "dlook_dphase_x_medium\n",
      "dlook_dphase_y_medium\n",
      "dlook_dphase_z_medium\n",
      "dheight_dphase_medium\n",
      "dheight_droll_medium\n",
      "dheight_dbaseline_medium\n",
      "dheight_drange_medium\n",
      "dphase_medium\n",
      "delta_x_medium\n",
      "delta_y_medium\n",
      "delta_z_medium\n",
      "latitude_welldone\n",
      "longitude_welldone\n",
      "height_welldone\n",
      "cross_track_welldone\n",
      "look_unit_x_welldone\n",
      "look_unit_y_welldone\n",
      "look_unit_z_welldone\n",
      "dlook_dphase_x_welldone\n",
      "dlook_dphase_y_welldone\n",
      "dlook_dphase_z_welldone\n",
      "dheight_dphase_welldone\n",
      "dheight_droll_welldone\n",
      "dheight_dbaseline_welldone\n",
      "dheight_drange_welldone\n",
      "dphase_welldone\n",
      "delta_x_welldone\n",
      "delta_y_welldone\n",
      "delta_z_welldone\n",
      "ifgram_real\n",
      "ifgram_imag\n",
      "power_left\n",
      "power_right\n",
      "coherent_power\n",
      "num_looks\n",
      "height_instrument_error\n",
      "wet_tropo_error\n"
     ]
    }
   ],
   "source": [
    "# Print the contents of the L2A file\n",
    "\n",
    "for var in l2.nc.variables.keys():\n",
    "    print(var)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the heights in lat/lon and X,Y coordinates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rvRe0xZjLWBLX6bqcdj5FLVpUdrNKk7qUdc1jyg7DGGMOa6rKvTfdB92cIvK4\ndgZecWMxRep6i+moQsPRrDd41Zo/48Y9n2d350eMJas5deJ1NNPJsptRiirnKSugjDEL4msXX4tX\nhSh+8PZS4QM+V7IsJx8B52NIHbmCRCC7CrYUdzIWdlPzBW1gSzbLSVHCdPu71EZ+quxmlaYTOvxo\n7q6ywzDGmMPa/XdshW5G8BGaRhSjKSFWQsMh6ntT8RGAnLwINJNFPHvZO8oOeyhUOU/ZED5jzIJo\n7ZmDmn/YPr9nDr13CyEq8C4mOIEcYsClEZPrdzKaTpO68GCXfg7c154i0jm04rPzPbDGxlPZjDHG\nPLG825tVTx0UPsFFdbTl0CQQxkAbAYKAxMSRf4KrVU9V85T1QBljFsS641ZCp4BGf0fsYNseirEx\ngsT4bhcXxQiC80KHnIkVcySuPzPfPh+mc9qlFk3QK6eSg9+YoXDoJxhjjBl2zckaOIfkBX5ujo6b\ngNUpBAdtgZrAODAN3dClVczS9CNErqq5aV/VzVNWQBljFsRpzz2ORYvrTIXQW9l981ZcrQaRxwN5\nnBBioCZoS0k7Smdb0u8H33dKWIhcinNjiFQ3QalCONSfsjXGmCH3rQuvhiKQAzrWQJsRqIei19sk\nWUCDY+nTN/PHN72WBjOkLrDYn8KbT/gozlW3V6rKecoKKGPMgqg1Uj5+xe/yZ7/9ab7z7buQHAJd\naLcokuWEWk7IItQBDUcrFjZ/bzXJW+6nq3M4AgI4cSxLjySJTy27SaVKfcLRzWpOi2uMMQfLvT+8\nHxXBxZ682aRoJEBvFj4FtONIlsxw5itvZlUyS91l/TOv4V9++CZef8KFJUZfrirnKSugjDELZnRR\nkw9+7B1890sb+MB/+QgyX6BJjNeMolbHJTFBerMeEZTJ1XXOXvZOrtn1j3SKeZx4xuJlPHfF7+Fc\ns+zmlKpTdLlz9kdlh2GMMYe1S//uCkDQ2EMdfEsJ4w5NHIgiBZz4io1MpBk1lz84ZE2ALncx17mL\nZlrNIqLKecoKKGPMgrv+P2+GvCAkEZIm5LWEMOp6z0XhEKdoN7DoiEWctOgVrG48g/vmrib1o6wd\nfRaJazzhe1RBVceWG2PMwSOEWgL1OqIeXwi6uwMeJI4ISxMmlnWpufxhZymCE6VdbKFJNQsoqG6e\nsln4jDEL7luXXg3eEYISGgkhF7Sbo42AjioqAYk9jUYKwFi6gqctfjXHjr/Qiqd9DHKBQhE5QkS+\nLiIbReQ+hZu4AAAgAElEQVRmEfnVR7z+GyKiIrKk/7uIyF+JyB0i8gMRecYCNdMYY0rxwTf/GQBh\npA5LJujUGoTI4REohNAIsKPL1JYRCt3fV2YhjZYe3KCHTFXzlPVAGWMW3K47pwiqEAI63yI/bhk0\nUugIiEDDo4USosBUeyeR84wm1V00d39Sn3LMyFGDfIsceJ+qXicio8C1IvJVVb1FRI4AXgrcu8/x\n5wLH9bdnAX/X/9cYYw5Jd1xzNyweowiC7pnGr5kkG/PoWAQ5SKawyHPXt47h2BN20XBdYteb9lxQ\nltaeTiM6ttxGlKjKecoKKGPMgiqKAs0DWhRovUZYNA5xDPRnNRKFNiRLWow857P8w+2foOkzlIT/\nsvavWDl6StlNGAqdosOdM3cP7PqqugXY0v95RkQ2AquBW4C/AH4TuHifU14DXKCqClwpIhMisrJ/\nHWOMOeSc9TM/wec/egVxLaWbJBTtHElzqDm0EaE1hU5gbtcIP3vEn/LFzf+HOGwnlYKTm+fy3DW/\ngXPVHcxV5TxlBZQxZkHdf8c2KALiPJKm5CMxIiCqIIoWva77s37+e6xbNM+4b/dXkmhz+f2/xBuP\nuZRaPFl2M0qn0J+X8ClbIiIb9vn9fFU9f38Hisg64OnAVSLyauB+Vb1B5GHvvxq4b5/fN/X3WQFl\njDnkhBC459Yt+G5GEMVPNMiSGFcIOlOg80oYT6AmvO/nz+H4idP41bF/RlFiWwMKqHaesgLKGLOg\nOp0OiKAoxL0HcvO5Aokd2uytl9FYupdFo4Ex1wEeWsk8cQU3bf8461f/ZplNGBp6YOtr7FTV9U90\nkIiMAF8Afo3ecInfBV62v0P3F+IBRWiMMSWZ2zvPtV+5EXVCfsQyWrUGEseE0QjqEST9CY8Ennf6\n8QBELi456uFT1TxlBZQxZkG9+5nv792VGh+FRh2tpb2HcTsFFEAOi541T01yRB7+uabA7u7GMsIe\nQoNf4V1EYnpJ6dOq+q8icipwFPDAXb01wHUicia9O3lH7HP6GmDzQAM0xpgB+eH1d0OWI96RRxGR\nOEJRoCGCPOCBwoGmwthoWna4Q6q6ecoKKGPMwgoQJsfRRaPk5EgUEzU8eEFzKEaVqR/W6fxkhKo8\noogS1o2/oKzIh0rqEo4bXTew60sv83wc2KiqHwFQ1RuBZfscczewXlV3isglwH8Tkc/Seyh3rz3/\nZIw5VF1z2fXghLBsEucScoHCOagBiZCHgBQeyWDn1BzjIzZD7CNVOU9ZAWWMWTDdTgbOEdoZbtde\nwqImnWaBH40hcSgO2oH27ga7dkwwvqLDmG89eL6TBuvGfrrEFgyPTuhy+/Tdg3yL5wJvAW4Ukev7\n+35HVS99jOMvBV4B3AHMA784yOCMMWaQvv8fP4A4Jsy3KCYaqKtBGkF/CnNNPYX2FtJVG628X1XO\nU1ZAGWMWTGu2jUQe3+mARkShQdFSJCjqAzom0BRCK+FtR/0xt4ZLuHf+K9R9mzXpaZx75IeIfb3s\nZgyNQaZsVf02+x8vvu8x6/b5WYFfGWBIxhhz0MzsmoOiwDuH3z2DrkohVRBH4aG9IpCPOIjgk7fd\nwDvHzuSI8fGywx46Vc1TVkAZYxbMXTfei2Y5REJ37XI6aQ18hI56qHsERTtAopy67hhO5b0E/VWc\nVHca2MfSW2iwmiu8G2PMoAUUIg9O8ZGSe0jmAoUWdCciHB7fhYLAPXox/+u2fyJ2sCJexq+f9Ic0\nk5Gym1C6Kucp+9ZijFkwf/ubnwIUTWJC4vAqeAIuKL4TcC2QxEH80AeuFU+P7YHZCZ/KZowx5rEV\nGlARwuQ4MrmctA0uh3g+MHZ3xugdGbUtgTPOvpXmoj04pxQo92fb+OBN7yk7/KFR1TxlPVDGmAVz\n9w/ugSiiWD6JhJgiFlQceAWnkCvSARn3ZYc69Gou4fjRI8sOwxhjDkvL1y5n5/S9aBRThAIHRAJS\nKBoUNw1Cl9FFGfKIgWozocMd0zdx7Fi1F36vcp6yAsoYs3CKgKYJMjVD3mjiPeR1D9qfha8hFApL\nx2plRzr02kWX26bvKTsMY4w5LK04fhU3b5pGVPERSOGQbtEbm6XgCkcykuEenCm212/yQO/J9vbm\nyhdQVc5TVkAZYxaU0LuDF8/sJa8vAi8QCZ0GdFZAqAlxU/jS7bfyyuNPLDvcoWbzPhljzGDcc+cO\nxHtCowaZEhIhj6PeEPPEwXSbaFtMERxNP0s9yhACgqOVR5y+6DllN2EoVDVPWQFljFkQrbnedOSK\noK4g1FJccETTBYUIMuHxHYcIjB53JxdPXcmlGwIJET+z8o08f/W5JbdguCigemiPETfGmGE1Nd2G\nZooUgEDuPb5QVBW6EEZr5N2CJa3lUJ8mVw94RKAZOdrFXprxaNnNKFWV85QVUMaYBSIgQojBr12N\nBiEvlDhS4umCdDaQTQTkWVMcfcI2nIMAtMn53JZ/ZlVzDcdNnFp2I4ZGzSecMFbNseXGGDNoIg4t\nAj7LyCOHFAH1DpyAF1yAUItJRreybb5GG08sgVGfo1HO9bsu58Wrf6nsZpSqynnKCihjzIKoN2vQ\nqCMTY2QqOIUUoBNAAhpHyN6Ctc/djnvExHsB4TP3/H98YOL/lhH6UGoXXW6dvrfsMIwx5rC0cu0i\ndn//HnTZBKKCF+l1qQRFQyDkQANu6zjqrkYtynDAbIgZyZW7Z+4quQXlq3KesgLKGLMgVBVJU7QW\nE2lAXQSqFFFv/qKok+GIiXwAQMipuy6q0NKUuTBXbgOGkFZ1cLkxxgxYZ88cTI5RBEfhenNHOOgN\njUBxDrJnTjEz3WDp5E5ip+DAaaCdQ+rHSo1/WFQ1T1kBZYxZEO35DtpsQj1FnQMRut73hkPEQjfx\nMNuitT1m0bo54iijN+WEUmOO4+vPLLsJQ+bQXyfDGGOGUbfTZWp3iyJOCSgR8rBP29zDfS+N0SMW\nM8EuOpqiGvAhEFCSKOP0RS8sLf7hUd08ZStYGmMWRN4twIPm4LuBoIorFIfiBFxWwEiN+z+7Au8K\nOt2YTjdGC0eunoZrl92EoaMHsBljjNk/DcriJc1e8VQEpChgn23zmZ4wIdDOmZmbYKad0spisuD7\nBYOno3vLbsZQqGqesh4oY8yCGF3URLMcTxsmGqh4nBNEQTuhN/mrF0587XbumR8jcY7EFWgRGPcd\nbpy9gTeU3YghUvMJJ42tLTsMY4w57KT1lBe84gxu+9RVBN+bUCIAOEcB5EsiRAVCjU1bVtDteI5b\nu43EBQrAOc/u9lS5jRgCVc5TVkAZYxaEqiJ5gS6foFD3UP+20r9fpxTzObvW5IxFOSM+I3IFqo5W\nEaiFMqMfPq2iyy177ys7DGOMOSx95osber0gTgBBRHDAHEDdQ6RAwZFrt7N80QxBYnKF2GWggWdO\nvqjE6IdDlfOUDeEzxiyIW6/9EVpLyYL0x5SD56EHc+cm4N5XO669/SiKLNDViCwkFHhqsRCq+iTq\n41B96psxxpj9+8Pf/Wdm9uSQ5w8+xaPa612qA4u/08G1AkkcIPfkuRDUMZ8ntPOI2EeM1cZLbsVw\nqGqesh4oY8yC2LV1D6QOp4oLCkHprQ0FeSRsf3GKxsp4NE+naODyAvU5kQ9IiEhcNR9EfXz238QY\nYxbaNy/eiIscIYkhVwoKisiDKNQdxdKIeEYIDWE2j2nPjpMmBY2kRYIy0qjRLuaI3UTZTRkC1cxT\n1gNljFkQ605eDY06qBK8oM6Tx548iphaEoFGiERM713MhluOZMfehCxAnisBIScpuwnGGGMOcyEE\nJEDhXW+9pxDQyCNAHEDmAt20IAeyImcuCK2gtHLY06mzq9tkLJ6g7ptlN8WUyHqgjDELYtmaSYr+\ntOQ4hwK+PzXs9MkOaoAIjZE5jjtyK41YCSHCxwHRgoZvlNuAIVP3CSePH1F2GMYYc1hpt7oEcnwQ\nVBx55PBZDt4DvS/GHRGKmiJxhsSKEOMkxzuY6SpnL345kYvLbcgQqHKesgLKGLMgzn3O/0I6GRo5\nJHaIQiFKwLHmOwU7TxG6JwmJC+TtiNwVBInR3DGetPiJRfZA7r5aeZeb9lTz4VxjjBmU1lwbFxTx\nniIviIIjcx4VIQqBqTHQyRiJu7g4ptuO6Xql1VFqSYvRJuzN6mU3YyhUOU/ZED5jzAGbm2uj7QxX\ni8E5Qh4oBAoVVJXuKDAZEbUFdYHtWYNNrTG2t5rMdGIcKVFkH0ePUtUFNowxZkAu+afvILUUigLv\nHV2USHNSUbx3pK0IEUWSCCGCVm8rgtDu1sgLuHrXbWU3Y3hUNE9ZD5Qx5oBd8LGvQuop8gwVj0SO\nHCEOAErYBd29XcK4I3RiQpZRj4X5zNPJmxw5ErGmfkzZzRg6VV3h3ZhBC6pcu3UT4pRnLDsCJ/b/\nWlXs2TELRQARcqek7ZwidRT9IecKiAY0DpDTnyNBoOMIdchyz5rmslLbMEyqmqesgDLGHLCt9+7E\nzbWhUSMnIJkQO0B6CWnXsQ5dFkHcxdVzuiGlaBU00y5RrOyeH+X4sVPKbsZQqfmEp01Uc2y5MYOS\nh8Dnb/4Bf/T9/2A2dImcYzJpcMFLX88Jk/aluAqe+YITuPzLN1CIEM1nFElv0VxptZEkZjQE9DsZ\nu5/dhMT1JpON51l25DTJSE7qY9545PPLbsZQqHKesgLKGHPA5nfMIyN1yHKiOKITe8gCsYPghM66\nCBKQJKJoe8gL8iQiLyLGmvNMhdQeyH2EVtHlpj2byg7DmMPG9tlZfv8rX+Wybbf3ehcEci3Y1p7l\n7Vd8ge+84V1lh2gOgnNecQbXfH0jl138fYIoogEXPKGe9iaVAKbOrBNi0CQwunqK1cumibwSSeCk\niRpX7f4a5yw7t+ymlK7KecoeOjADE1RtcdSK2HrvbnAOcuiKknZzYgfqequ7+3kFL7gYCALdCNqe\noJ52JyYPoewmDKWKDi03ZsHdcP/9nPXX53PZ7XeghYITcNL7/0WV+9t7yYqi7DDNQfK+D7+J9Wcd\nhROQNCHEHgkgRcCHQHJDG/UB57vMTads2zPBrtkmnSLhrtkWG3Zfx1RnZ9nNGApVzVPWA2UW3PaZ\nGd799YvZuGcbiPCMpav42It+hmaSlh2aGZBaI4ZWBgSSuUCRRkgEkuWAsvq7BfefEaNHx4D0FtsY\nEaJaTgiOFbXFJbdgSB3qGcaYIfHaf/4c6hQ8SAQP3tuT/lMvCjvmZ1k1Ol5mmOYgChkQFNdqoWlC\nEbv+34PQPtbjuw5CDe3A3j3KzLJpZCkkvs2OToudnW0sSpeU3YzyVTRPWQ+UWTB5UfDJDRt4/oXn\ns2H7JuayLnN5h29tvZvX/funyg7PDNDzfvJ06GSQB0IiSFHggkISQS1hZrWH1TVC8BRRYPLIXZx4\n7CZOXr2NU5Zt5ZWr15bdhCEk6AFsxpie27du788MALjQK6ICD/vi56T/uqmMicU1pNVFowh1ERJ6\nvZHTyz1Six/8e5AAokLYPkanG5MHh0NYkq4otwFDobp5ynqgzILo5DnP/shH2ZvnFM0cRuhnJAVV\nNk7vYK7bsV6ow9Qv/PrL6bQzPv+Jb+I0QmsxwTkIQFCSHUKhGVpTkiUtNIrY02nQpMNYotwycxOn\nz5zMsaMnl92UoVH3MadOrCk7DGMOeddv2vzQ7WIVmFdQQWLQuoII68YXM1GztX2q5P67tgGg4tFO\nBo0Eh1DEQAoUkBcBGvRyWQFFJsROePaSp7MonSwx+uFQ5TxlBZRZEGf/5d8wHQJFHHpJCfp3/HpF\nlCrcs2cXJy9bVW6gZiBEhPN+51V8/hPfQLMModf7FKKo9zeggjqPaznyzQm7tgQYbTG5OiIam+fe\n+Rl+OHOrFVD7aBUZP5iq5sO5xiykFx1/NHztP5Cu4HDgHOqAFjAXSJd73n3Ks2lESdmhmoNo2z27\nCYlHEwcSI/RmLW9sKpg5WckbijhQT7/3EuZmPb981Kt55Wpb+B2qnaesgDIHLA+BXVmBesV5QaNe\nl7c6Hlo/QSFJbJa1w9nMnjkkDzgvhEZEcB4XIEuFnacl+Nz1PnECgENnmsxN54zWItq1gBMbUfwo\nemgPcTBm0G658T5+/Vc+SbddMLqowfNfcgq/eN4LWDTRfPCY3fNdor1C4RQdAdxDo/VEI85qHsHr\njj2tlPhNeUKeo40E1KMoXQGP0BGliAUv9G7+BVCnaIDJMMkr11rx9DAVzVNWQJkD1s3zfYZHAFMA\n/eERTYUEJmopS+oj5QVpBi5OIqTTpajVoBuQFEIUk6NoIRBB0VE0VYiBDNqba4SlLSZiz2njzyy7\nCWaBiUgTaKuqTW9mFtQXLvg6f/vhKyCJKARII/bOZnzx377Pvffv5r++68WcdMIqtuyZ5t2fvAgF\nQo3ebKH7Erj+/i0ltMCUzfsIVMha8/jIE6cxKpDGnrhTEJxHHYiCBCFEyvZ2hqoitvDyYeOp5im7\n5WuelE4nZ+eOaYri0dNNN5IECpCWILOCCxEOj2Qe2e2JCsfPHX8GE6mNLz+cpfUEFdBc0WaK9Nd1\nSjNgpEvuAtQVqQl4oAlF5JhIPb941BtY2ajmYnyP51CbHlZEnIi8WUT+XUS2A7cCW0TkZhH5sIgc\nV1JoB52IvFxEbhORO0Tk/WXHczh52dN/j7/6iyvAOQr6X3A7BThFY+HGG+7hmmvuotPJ+fyVN7J9\nbrb3/8RjfOPpqi2jUEX1kRiXBSIC6iK64hAV0k5g1RVdRm5o47L+wfrQxCNWPD1cVfOU9UCZx/W5\nz3ybf/jzr1IAxI7aWMIb3vxcXve6MxkZqQFw5Q/vIZ4Vct8fHvHAzDWAeM/EvOO9p59dUgvMwbJ7\n214kKEwuQkN/OIQITkEjcJEgTiDvrQ+lKOoj/m7977JydKzs8IdO3cecumh12WH8uL4OXAH8NnCT\nau+bqYgsBl4IfEhELlLVw3paThHxwN8ALwU2AdeIyCWqeku5kR3aXnrib9GpxxCEpAi9z5U8QOrA\nC5IHOjl0JiI+8e9XcvH3bsavTPvDhnno30de9+ijD1obzPBwzQZs3oarjyD9xd8fnKwxFkZ2O7Id\nOZ0VUe+RBODlRx9TZshDp8p5ygoos1/f/taNfPCd/z975x0mWVXm/897zr23qjpOZhLDMAxhQKJI\nFFCCCiIKJozrGjCturr6Q1x2zSuurq4uhlVXhV3jCgqLICoKgoKkYRiiwMwAwwQmT4equvee8/7+\nOLd7mnESk6p7+n6ep56uupXeU1113/Oe877f90f4JMZZIDYQG+p9jv/+/h/wKK87/3iaecY//u+v\nQnpEBdhEHcvapieOyq/ank7Pml5cZNF1ffjYENcSvBp8ZBg7F3qO8biaRS2IAxBUlPkrlpUB1Cbo\nzzPuXf1Uq814tpyuqtnGB1V1NXAFcIWIjIZiyGOAR1V1AYCI/Bh4OVAGUNtBz/p+zj3+U2S1iNgY\nxOX4LEe8Q9qqeC+I8zgj+IkWqVrSpmfZ0h5Y2YOdKkQ1g+bgI56xExUb4ZNnnNGysZW0jrVPr0XF\n4+MEzRziHFoNPst1W1IL3vnQM0zBGMtXz3p5q80eVoxmP7XLZrUiUgX+QBCDjICfqerHReQ04AuE\nU1gv8BZVfXSj584EHgQeLg7dpqrvKu57LvB9oAZcC3xAVVu1E7jH8ekPf5/fXvcwGsdE1qDkGBeB\nVUgd3hoyZ7jlzkdpGsWNj1jV3whbsZvZ1ba7cwAlLcNGMVQijMsw7W00rSVx4XvTvVro+I1n5WER\njX2SQaERDEzr6Gy16cOYkZUqMtQpichYYG+G+BlVvXtTjmsPZBrw5JDbi4FjW2TLiOe8538WFUuc\ng48UcoetJfgowqtiDLjY4KoWE1vwRV27ABm0rVSYIWgKuVd8EprpnrDPNL71ynOpJaX63mhEehow\ndgySpfgsI6rUkExooizfW/HTqoMqsjjhf857JdHGNXQljFY/tSu3BZrAqaraW0Ryt4jIdcA3gJer\n6oMi8h7gYuAtm3j+Y6p6xCaOfwO4ALiNEEC9BLhuVwxgtHH6QReS1mJsJcamOYjgU0XaBScmSHwa\nwXVHPLhkFQ9ftQZpBz9JkMRgFPzA/vcQzjig3PIeDUydNRGTOVxV8FGMzUO+jBFwEeTdQscSpTmt\nUGi0YEQ4ZNKU1ho+nBmhS0Mi8mnCef0xNoxCgdEiX7WpGcVf/TdF5AKCP2PGjLKZ9Kb4r/+4Hnw4\nj+TW4K0QtdWoqxIRziF5ofxJYoIOtYBYBlfvbGr4+1NP5PF162mvJbzxhMPZq7vc9R7NpM2UuBKD\nOsQYtFLD42lWKqzuNPiplcHYKfS0hHf87Aru+/CHWmv4cGSU+qldFkAVu0K9xc24uAzUjQ2cubqB\nJdv6miIyBehS1VuL25cDr6AMoHaINE0567mfxFUjklzxkeJzh62EHQXvFOMdWWzQNouJDAN7ftoH\nlaeUfKbiGoR9xYGeCUBHEvGFM89s0chKdi8KvXWYOA3JMjStQ1zFWUtTYcUUi5tZ7GaGTlFc/orz\nWm30sKUtijls3IjLLR/gNcB+qpq22pAWsZiwqjnAdDbh61T1W8C3AI4++ugROg3Ztdx8/XwAUitg\nBM2VPIJYQFVD+rgpCvszRWKPGoPmEra5jaFWiXj9KUcRR5ZGlrGqr45zDmvL/IjRShRH+DxH6krW\n3UEEaJRQUeh0ntVN0BpQKXpZ5tDXJOx4liISg4xmP7VLC1OKQtq7gNnA11T1zyLyduBaEakD64Hj\nNvP0fUVkbvGYi1X1ZkJaxNCOXYuLYyU7wFvO/iKiEDnQyIJ6pL1KXQSLEomQt1moWiSyaD6wuhea\nPSUZVHzMeuuo9ys+Vro7Yy464wW8+tBDWz28kt3ErdfMDQ0H8XjnodpOpkreFbPi0Bg/KdqQz6kG\nSeG4Gfu00OLhTX+eMW/k5ZYPcB8wBni61Ya0iDuA/UVkX+Ap4Hzg9a01aWRy0ulz+O//vhWxlqjp\ncUMatStgvWJzxYmHKA46EUpQ5POCjeBVZx9JHFm+/cc7+O6td/B02gCBY6dO5lvnv5KOSqWVQyxp\nAQvnP0nWaOAmjiNKHVoJcvhZLKzbx6IdRaaEUxBBguJ5GTxtxGj2U9scQG2PTnrx2CNEZAzwcxF5\nDvBB4KwimPoI8CXg7Rs9dSkwQ1VXFTVPvxCRQ9jGtIjC3jI1YhtZuawfBNKKRTw4EYwIMYBCbsFX\nbEiLyD1EBi1EALBBQvbtJz6POYdMY0ytyuzJ47FlnvCoo3ddPxpHkGf42BKhaBJjGyCxhtQaBaIg\nHoGF/7lnLn/73KNbbfowZsQ6688Bc0XkPkI6NwCqek7rTNp9qGouIn8HXE9YNviuqt7fYrNGJG/9\nwFn89xV3YddnuMQgHsT78NPQoOgpHqTucbUcrcWFBGx4/nkvOYJ3vOYk/rRgEV++6Raa6OB9f16y\njMO//DUue+15PH/fma0ZYElL+PO1d4OxRE2HdlTwgFGo5Erc78jzCFUJVfwadqAkkXIHapOM2M9j\nh/zUZme5O7Ofh6quBW4EzgQOV9U/F3f9BDhhE49vquqq4vpdhPzEAwg7TtOHPHSTaRHF876lqker\n6tETJ07cVlNHKUrWHoVeGk6JrEFUB9MjTOahPwcrYAwDLTMGQulqJeLcUw/HRvCRq67jOZ//Cvt9\n7ku85ydX0szzlo2qZPeyaulq6G/gxBBnoNaQCtTbDC620AZaCZLmEgMR/P6Rx1pt9rBGdfsvW0NE\n9haR34vIg8V5/QPF8S+IyEMicq+I/LxYABt4zkVFX6OHReTFW3j5y4DPA5cA/zbkMmpQ1WtV9QBV\n3U9VP9tqe0Yq/f1NIucRCyZXjFPEK7kEX2WMYMXgUbQ2ZE24CKKu/NU9NNOMH94xj8E8naGNaDz8\nzU+vxPmyF9Root5IaUQVtFYDEZRQ562qNCfF+EigDUiAario1/J7sglGq5/a0jbB74H9CDrpk1V1\nb1WdBJxEEHC4RETeuLkni8jEgQGJSA04naCs1y0iBxQPO6M4tqnn2uL6LGB/YIGqLgV6ROQ4CZ3M\n3gxcta2DLdk0YyZ3gocoV4hMUDDyivWKoogRTOrRXoeLQqNCtQJx2NL+4NtPJRfPu398FfevWUla\nbApev2ARB3/xq9zw6KNbsaBkT2DuDfdBJSFOHZLE5EaIFaKmh0ghBc1AneLzsAp8wPixrTZ7eKOy\n/ZetkwP/oKpzCKnU7xWRg4HfAM9R1cOAvxB8AMV95wOHEMR7vj5wnt4EK1X1q6r6e1W9aeCyYx9G\nyWikra2CSQxiDOI8mjlQT5wXX3XCrkDcUCR1QcnIg+RALrhc+cr3fkdPsxFecGgHz4GfiYdbFizc\n/YMraRknnnM0ztpCncRh8agq3oLWPVEvkDmwOUQ5JA6MIy7r5v6aUeqntpTCt6M66VOAywrDDfBT\nVb1GRN5RPNcDa4C3AojIOcDRqvrPwMnAp0QkBxzwruJ9Ad7NBhnz6ygFJHaYk19+FFd++2Z8YrBZ\nUZQrSm4NMRLU+ADfZTHF9cHQ2yv7TJ/Ij+6cxxpXfF2GriooXPCzq7n/H95HNR4N7V9GLz1repGu\nTrRWKbI7BQHSNvBqw0peREhoUtCmsqi3p7VGD2PaooTDx0/dZa9fLEgtLa73iMiDwDRV/fWQh90G\nvKq4/nLgx6raBBaKyKOEfke3buLl7xKRzwFX88zUiLt3/khK9mREhDe99RQu//JvEa+IEHyShIJ+\nJTTsVjQofxbpVWoMKuBzuP4PD3LxJ87mT99dgmmCbyPsKAh4ExzW9//8Z06ZXSrGjhYOOHJfNDKQ\nZbjEkorFeKW/K4IJMXmXAwQyCYF27KG91VYPP0azn9psADUQPBWdeTemR1WzLemkq+q9wJGbOP5z\n4OebOH41YRCo6hWEIG1Tr3sn8JzNvW/Js2fyXt1hIc4pkjkwhF4HxuMlKO4ZwPSm+I4qEMSNBvps\nvBLHKr8AACAASURBVP8TP+KkNxRiEY4QQA2NlRx87447efcJx+/OYZXsZqpjOtC8GSY3LsdKRGpC\n7xXrPa5HYTxBhU8EDMwZP77VZg9b+vOUeau2WaR0hyh67x0J/Hmju95KSLWGINhz25D7tiTiM3Du\nHyoSNJpkzEt2Im968yn84Gu/wWWAesgEb8HEET5LwStWBFkn+EShMwo7UYU6X6OR8W8/+R1xLyDg\neiCLQGvFap/AjUuW8uHrr+WLLz6rlUMt2U0YY6DoI+YxVPBkRjBeg5pjakMsnoFvKNQM1Dxrm3XG\nVGqtNn/YMJr91LZU+t8NrCBskT1SXF8oIncXAg8lI5yzzz4KY4GmC0IRgKjiEHIkyMOKYOoQ554o\ndxivGA/ilUaf49RpM5AVEK8E6QdxoUbKi+IT5dJb/0Tmtll/pGQEcvSZh4FXvHPkkaGpgrfC+gMj\nXLtCVaAp0DRhclNRnjNlcqvNHt7oDlxggojcOeRywabeQkQ6CAtWf6+q64cc/0dC+sQPBg5txsK/\nPqj6wk1cyuCpZLs57DkzEe+RIIWGRaCnn7jpsGKwYojynKgvRZbXiyKL8KV1YyIeX9qH1bB+46qg\n1SLVzxMW/hxcee+D/ODee1o80pLdwcqla2HtesQpHsUZgzcGXe/RmmBzMHmYy5hcoC7gLSvrfa02\nffgxSv3UtgRQvyKo5k1Q1fEEIYifAu8Bvr6tb1QyfKlWYy790XvCaov3oQZKPQbBNBvQ24/pbxDX\nU8zyOtKTF45MB3euPnLZtSQpWAemHzygUfGdddDv4KwfXMaa/v7WDbRkl3L6a5+PTzOIDJEaIgMu\nUegz4A3GGUzTIHUDvQZSuG3Vk602e1izY36JlQNCOsXlWxu/fpGGfQXwA1W9csjxvwHOBt5Q9PSD\nbehtJCJvFJEtiRPtJyLP39bxl5QMcPbrjw1XbOghJ3hsNYZqjBYNdtUYxAiRAKs2tHapB50AxIS/\nWiMETxvVQ6mDn907d/cOrKQl/Os7v43GMVklDmIkKIkqvRMk9M0thCMkAWPAuLCYvE9nWbe7MaPV\nT21LAHW0ql4/cKPIOzxZVW8jCDyW7AEceMCU4HQEBq5IX4PYCzaJkSTGRJZIIOpPkVXpoPPpi6Ce\nBpE+a8C1h+BJXFjdEwUcPLZ0DV+787Yt2lEycvnC+76PZCkuz8mtIRehWod8uidKBaNBJtY4MJmB\nVFjZKFfzNsuOeKVtUzcS4L+AB1X1S0OOvwS4EDhHVYeueFwNnC8ilaK/0f7A7Ru97HiCLOx3ReS9\nIvIaEXmziHxKRG4C/hVY/qw+h5IS4OTTDoXYhF0lAYwFMXgN9U6ICYIAJkRJVh0iwuvOfW74OQzO\ndkKahTjCurUfsmQtcM/S1fhtkQcrGbGsfnot8+9aiO9uxxqDyxXjPOKVtvU+zGwHvhRCKElQOHj8\n+FJEYmNGsZ/alj5Qq0XkQuDHxe3XAmsKcYhSz3EPomt8B2tX94DTsAJTicEI3hooBAEg9OCwmSOH\ncHKZHof7BhxUpXBOErIoBpqnqsDld87l4pPLTJ49jUfuXsgDf3gAN30SJknInRKpxycGoyYU3xZf\nIIFQrtkUDuya0Dqjhzm1KOHwCbuuOBc4EXgTMF9EBvKWPgZ8lTCF+E3wXdymqu9S1ftF5KfAA4Sp\n53s37guoql8RkUsJOeQnAocBdYLa6ptU9YldOaCSPZvPfePNXPTOy0OghIAoRkJKsBoYVPUSIUb4\nxEXncMzRs/jPufc+43VkDcQK3oB2ABE4CxoBCn9YuJAXzJq1m0dXsrt47O5FOGPBg603MJWEXCx5\nArWaJbktZ910IZsxJFiKhO+f/erWGT1MGc1+alsCqNcDHwd+Udy+pThmgddsy5uUjAz+5T/fzHte\n/fUwwy0clJeBeW9ImgDAGAweVtY55KRZ3JqueuYSnhuy+1QB74JjUgtZDqv6+xnf1rb7B1iyy7jq\nP3+D6+rEmBjXzEkSwZnQV6P98Yy+NqCywRlJAuIMbzvs2JbZPNyp5ynzVuy64lxVvYVN54tfu4Xn\nfBbYYk+jwln9priUlOw0nnvCgUX/3IGvrdnwDVZC242BB4vw2Q/+hF/f8XHmTB/Lg0+tGVzUqzjB\nGbAo2guaABWCsp/AzYvKAGpPpntSF1qtYPFQScitRa0Qe8Gv89CujFkasz52NKdEgJBEMLG9o9Wm\nDztGs5/aagqfqq5U1fcBJ6nqkar6PlVdoaqpqpYNfvYgZh84jUpXkSRepDkYTGiwq/CM7mdGqCJ8\n8ZOvYUxtw9dIgepaqKyFqB/MOjDNcJFCoe/ye+5q0QhLdhWN3ia+rYJpNomtkKshi4Q8trSvsUyc\nC5VFQxaBBI6bMZFaVErbb4ldmBlRUjIi6Z7YGWZTA1Mq51Hv8QOHBmTOi2bw/f1NLv/QG7CG8MMo\n0sqtG3woxoGtBz+FgxP32acFIyvZXcw6bAYYgzOGzBpy8VgfgmcEoh6HXZ3R/rQEgRHgK+e8tKU2\nD2dGq5/aagAlIieIyAOE7TBE5HARKcUj9lA+/eW/2eCYTPA46jzOa8jXHKiTUlBVbrzuHr7796/b\n8EtQQAVRCeo1ClETbANsBjhoZqUa357GnONnY7zikhhnQ9AdZ5A0cpI1TeyajM5lYNcPfIEMP3jj\nm1pt9jBHdvBSUrLn8cFPnBO+3QpoUcBU1D15CcqxuVfUK87A2adewoLHlnPXlz9ApCCpIpliCpU1\nUzTdlRxMClVjOGXfcvdpT0bEoCKkkQHxRGLJI0PebmiOT2hMquAjwdSVDmN593HH8OI5B7ba7GHK\n6PVT25LC92XgxWzo0TRPRE7epVaVtIwjnjcbEWGwhtYrYoP6jCJosSAjqogqX/7i9fzP89/H3552\nON/77TzEgxlsHBX8Gz7sPomAWHjzkX/VHqxkhDP5wCk4MaSRYFGIQ0qEbw9/TcMjdU9lrdLfZTh5\n5t6hD0fJZqlFMUfs2tzyXYaI7KuqC7d2rKTk2XL8yQfzitc9j5//6I7gp4ygaY4mgldDnPtQDyUG\nyTwq8A8f/B9e+7oTqFiDx+E9aAwDDk2kaNCbGv7hxBOx5blpj2bJgqdxhhBQE+GznDyO0FoSilOs\nwcVCVy3hlo+8jygqhSM2x2j2U9sSQKGqTxZFWgOUWwh7MGe87HB+ffU81IWoxzsPTnGVCGm6MEE2\nQfFIc8dbXvsfnP3q45nUWePplf1hgyoB8ULoD1+UVGVw6MQJTO3qbvEIS3Y2N1x1d2jArICJcM2M\nfEyMJhZiwdUiaOa0JRGvO+YILjr1BS22ePhTzzPuWbl7GhTuAq4Ajtro2M+AsndgyQ7z7o+ew4vO\nPYZ3v+ZStJEjVrDeEDkHxgz2LgzOSGmuqHPddfOYfeh47l/wND4GzYvU9AQ0Do83Hu5fuJifdCV8\n7MYbBlWyPnnSC3jzUeVXd0/h2p/cikaGKMtQVfI4IfYCK3J8VXBdMT4WKu1RGTxthdHsp7YlgHpS\nRE4AVEQS4P0EpYqSPZQPf/pVHHDwFC695Fo094hTJBbiNEdMsY0EwUGp4nodN1w7jynHT2S19pNb\n0IyQYpEIJCAiWAf7JJ189Zab+PJddw6+xHfOOptTZ5fb4yOVRn/KH2/8C95GRI089H6qJCQNwacZ\nvtviqhHUIj7/xrM55ejZrTa5ZBchIgcBhwDdInLekLu6CJ1VSkp2CvsdOJn950zkkXuXQhQK/TEW\nFdAo+CbxRRylyurHVjNtztiQbZ6F1D1NCndWFGQocNWDC/nFsoUhi8KGl/34TTdy5+In+Oo557Zu\nwCU7jat+8CdsbKFWQyS0YEG1kL8XWJ2iExPW9qVbfa2SkcfO8lPbEkC9C/gKMI3QoOrXwHu33dSS\nkcg5rzuRvWdN5MK3fBciA8YiRQqfWoo6p5D2YATqK/uorAsN5tRtcE5EYZVPUVSFaxYuRFcsLLbJ\ng8N62/9dw0ePX807jzu+hSMu2V7SZorr6SeaMGZQ+t4WG9ZWwPYq4nLyzojV68tGys+KkVdleyCh\nseEY4GVDjvcA72iJRSV7LEkUFwt5IWBSdXgxqDNEIoMtNAaUZKdXKjxgIW0okoM2IU9BOgADuQAd\nhOcNnR0J/N/CBXy6Uae7Wtu9gyzZqdT7mmT9GUxsh9zhrBCJHcyW8f0OKoI2lKgrwntfpptvjVHq\np7YaQKnqSuANz9a6kpHPhIljMJHBFX2g1OWoETwGKyB2aFqnsuLmp4iO6kT7Q4EuDUirQDuIgSwG\nrRK+dUN3xQ1cctufeNsxxxKVJ6oRx+2/n4+2VcNEJneItURFt0t1gpMcIxG0K/31BqrKRinBJZtD\nR9bnpKpXAVeJyPGqemur7SkZOeTO89SyNTyyeCW588yaPp7Z0ydizOZ/A+3tNSSyYf7mHMZIsdAX\nnuN98D0Q5ni3XvEA006bxuJH1xZqfIpk4L2gbaDtgqaE7jKb4Jd/eZDXH7Zxxk/JSOKemx/E1xLw\nOaJClDrEeLwVfGxC/VOqLD8SfOyY/dl/B+DDpxzHe04+ocXWD1NGqZ/abAAlIv/BFuJKVX3/9r5p\nSWtYsnwtjzyxklU9fUTWMGffvZi998TNTmbjxBJFFqdAlmOMoJhCulHxXkJKX7FyE6G0NZT+uiK5\nogKVHHxDyLvDaqBdA24MYZUPNrRiNvDEurXMGjtu134IJTudm38xF6oJooo6R6SKt0KWGFQUg2Xp\nLI+fYfinu27hn+6+BSvwyMUfarXpw5paFHPExCmtNmN7eVREPgbMZIifUdW3tsyikmHJXfcu4COf\nuZJGGprhdnZUOPNFh/L40tWs623wvINnbPa5b3rvacy7YyGNZj4gDjso7OWL1oWKDLaBF2DZncsx\nHQnGgBpIANdQGtWgGGuaQF/YjXLtRaPdsIbI3U8tLgOoEU61rQo9fVBNgvR9EtEwFmIgNqCw5NgI\nJBrMlEHhi3+4jfOOeA6Tu7paO4Bhxmj2U1vagbqz+HsicDDwk+L2q4Gykc8IIU1zLv7SL/jjbQtD\nrGKgVrG87KwjWLaqh9wrc2butcnnTp4+ngmTOlmybN0GzX4BlQ27RN75sEIoBkVJH+/HjKlgjOBN\nSN/Lc0VzSOqQVyBeDW41ZG2EDdTiBPXR66/lp+e/cVd/JCU7mbXL12FWrsGN7wZraUYR3gpEYeKy\ndBz4SdUwCSnOOC6Hgz73JR66qAyiNkc9z7hnxdJWm7G9XAXcDPyWUnSoZCOc8zy5eDXfuPxGbvnj\nY6HRehyCnJ6+JlddO5fXnnsM9y9YxuH7TyWJNz1VOfCwGbz9wy/ha5+9JuSSi0GLLAYtUsydBzEy\n4GaQ3hzTGRey5yHQyov+UCjBHzkwEeQDb1QsJV/x0COsrv+U7573ml322ZTsWv73P66F/jpoF3kl\nwWOxEhSDXTOnf0yCiEVrIHhQEzZYDLz8m9/kqve8DHF3UbHtdFTPIIpGd3Pd0eynNhtAqeplACLy\nFuCFqpoVt79JqIMqGcb09ja4855FfP7SX7J+bR7qkYpUiHrq+L/r7+XVLz+a+x9dutkACuAz3/wb\n3nbupYAL0rAmKBupVwxCWtRFhYw8wfZ56MpRG+GR4HcKx+hzRRJBTZFWUSN8ZYuv7R1LlnPuj/+H\nn5dB1Iih0Wjw4G0P4zrbyeM4dHYoJiuu7sgSi+mMoBZS+4opDBpBUlvJFQs+yd7JUqZWJ9HVdhKd\ntdPL9L6hjLzc8gHaVPXCVhtRMvzIMsf8+xZz+Y9v4a55i4OIgxFkoJGphWbqWLJsLdOnjiV3nmQL\n/bZf/voTuOlX87lv7hMbWsvkORYh84KJgphE8H9CxYFbXCedGkMc4y34qmAcaKrQIWGxxwNNoK24\nXrz27xc+WdbFjFDyPOfO6+Yikybg+upIHGG9I6qn5Chxdxsdax26VGiaGCxkFU8yfiWzD1rG4WOX\nM2/Z90mMp820sVftR0wa84+0VQ5v9dBayyj1U9tyBpgKdA653VEcKxmm9PY1mXfvk1z6zRvoXZcj\nNqjgGSU4EqDRyOjrT2mm2RZfa/q+e/H9az44eFu9QppjvJLnjsh5TK7gHY6QOt62NIM0hE8+CmIS\nkQdpA2INAVMOZk3RwHDgx5fBPU8u3wWfSMmu4j8/9iMwBmMMkjvIc6LVPZilq4hUiXPP2CccbcsM\n1TWQ9HgqY5az79GPcNTRj9NX/yXrmzfyyPqf8cTqz7Jy3RdbPaSSncM1InJWq40YQEQmici5IvJe\nEXmriBwjIuUMuAUsXbqWFat6eOChpYOpcQNpdwaK3DtYs76PsZ1ttFWTrb7mhz513qBQBJnDaHgZ\ni4ITcpQmQl68VTTwPgI+6N6ERcA2EBTxgkUwGUhaKPkNrOs4+OH8e3beB1Ky23j8L0+BjcB5dGwX\n0pthV/dAvYnknryR4sXRvjij8/YGpldpm7qCMfvn5LaD/ryNeeunsz5L6PX9rGouYm3Pf7V6WCXb\nzw75qW1xIJcAc0Xk+yLyfeBu4F+29w1Ldj1Ll67liadWs2pd/wYHVSAK+FCz1Mwypu81dquvN2ly\nN4ceMzOswnnFCHj1REX9U4qSIngU7zzqPKzJQDQ4JwqhpAiCtoBgNfQMMmsJxbyFcarKvGVhO9h7\nT09aJ/dlBtBw5fbr5qFt7bgxnWiWEfU2IY5Cb416HfEe6z0dj6RU7m3C+LV0z/JYG1MzngX1Sdzf\nMwWnntXZSnqbfyRNn2z1sIYHuoOXFiAiPSKyHvgAwTnVRWT9kOO7254Xisj1wC+BM4EphJT0i4H5\nIvJJESmLGnYj/fWUp1esxxUBzDO+q8V1AWZMHccpz922lgeTp43jLX9/BuQeo4oihfiEhoBIQdQh\nzoecPu+xyzIkzQHFFPVSz5gRKVQUorUg6ylkzhW1yjf//CfW1vv507K/8Km5P+dHj91Kw215MbKk\n9Sx9ZDlUq7iOKpJl2ESg1oZTD0mExZI5pTE+Ip8SI5pRna5ExmPF024z+n3CI/2TUYU+10/ml+J9\no9VDax2j2E9tiwrf90TkOuDY4tBHVXXZ9pldsjvIspy1a/o37Oxs4ktqBPadOp7jDpu51dezkeXC\nz76GD7zxa6xa0Y8ag3EOFY8iJM7jUVQNKoIItDUcbmEdP6OK6wrNNAbNKIqprFesB78CGhMVTTxU\nlHN+8T3auvtJ2jxiwRq4YMYpvPM5L94ZH0/JTqTWVsU3G0Rpjq1WUZeS+yamvYrNoe4U23D4CLJ9\nKrTNyjEGYuOomDDhWJO3syZtY3ylTuYapG4RCXu3eGStpxbHHDFpZBXnqmrn1h+1WzkLeIeqPrHx\nHSISEaRszyA0VCzZDXR0VOhor5DEEWkzDYtnXtEhanuHHTyFd736+XR1bJtkeBRbXv3mk1j08FJ+\nf919gKJOwQqSe4wBjEFt0R9KDFUFfaqJ7xTc9CpgwyLhQBBVTPAiwNah3qFo1UOsPOnXc8QV/0JS\n8VQiiGL4t79czX897wIOGz+zTEMephz2wkMgjojSDJ90gMtwEUSVBNfM8EmF9lzhiSZ94wzpPhED\nmZoKpGqpiafXJaTekhiw0o3IZmQbRwGj2U9tSYVvpqouKt5sGaHYauj9AkxT1cU7w5CSncfYMe1M\nntxNtRKTN5rh4ICDEjAivOuNJ3P+S567RYnYoUyaOoYvfPcC3vayf0fVhwjMgYiGol0RImWwzooi\nJaLzySb1cYZ8fIJ0BAc2GNgFwRsaYxWqCkYhcVDJSTG4psHYlPaq53uLbwDT5BWzTmCv6oSd/ImV\nbC8nnfs8Hv/2zfhaFdThKzGRGrSnH9PVRXsldKPMBXRlGpSOAK9Cn6swJgordz2uwnjqRKaNSjyn\ndQMaRtSzjHuWj8y1KhHZlFTZOuBxVc03cd8uQVU/soX7cuAXu8uWksDkvbqZuc8EDpo9mXsfXkzq\n/KCkOBG86PkH89H3voRadQuFT5sgii0veMlh3Pr7h6g3M4gjJHVgDRoF/ySFCFJOUc6r0NkL6SNN\n0ukVUhUYE4UdK4JKnxpodCskAz7KQxRUJpyDVBpEVhHjefddX+cbx76NfdqmMSYZbmsJJe1tVTAW\n39EBiUFNQpRlITOmq4OoGjPQxNC2CcmCHD0ZvDF4NTzV7Ga/2iqsFDtS0Vg62145qgPm0eyntrQD\n9YUiR/wqgureCkKH3tnAC4HTgI8TmuuWbIH+PGVBzyoSY5jVOYGVff10JAkdlV2zajF5cjeHzJnK\n0UfM4M93L6SRObwPy2m1joTPXPhyjjl832f9o58+cyInvHAOf/zdffg4Bu8xsQ09N7xHBJrqwSux\nFQSDoLStcjQ1peEquGlFAygDWCFLFBJQo0XvDQ+pIc887RNyKgkgghHlsidvYt+x4zl0jGdKbdLO\n/dBKtouDn38QXHYL9KyDzk6MgkYROqYLqUYMLt9ZMBVDugqiKdD0lmVpF2PiOu0mpcM2qJkqY9vP\nI47KAHkP4OvAUcD84vahwDxgvIi8S1V3qxCRiIwB3sxfy9WO6nYcd698kvlrlpB5h6sL855cjrUR\n5x50EKfO2rb0uWdLFFkOP3QGH3p/B1dfO4+59y5iXV/KzJnjuOCNp7D/fpsXNdoax5xyEMefchC/\n+9X80JMuMqg1WO9Bg2psbgRjwWjoHyWqJLnC6iZChZ5OwuLegI+KCLW7Q/sX5oL2KJUJTdprgEBk\nBCOeny64ibNnHMPR4w4lNltN8inZjWTNHM1TzNMr0PFjwVo0idFKjEQmRNXFAq/JIa7EpCsMZi/o\nzSthF8pZDulaipfpzJn4BdqqR7R0TCU7xA75qS2p8L1aRA4mNNF9KyF3vB94ELgW+KyqjuLEz21j\nYc9KfvnkA+Te8ccFT3LPkhUAtEvCyTNm8oUzzqQS7dyTrIhwwP6TufjCc7jtjgXMnb+IRtNx/LH7\ncdKx++/Qasmb3nsaf7r5YcQrDARPaejB4SKITYSPQr8opah/UqW62lHriliSStiFMEU+eVIsA0qh\nI+ojMJ5KZ5CgbWRgELxRqonwy8V3YIyUAdQw4Zrv/h5W9cD0SaAGXzXQzFFrUJXBbJioDukYML+u\n4l/XoF5JUIT5vVOYVVvBodHeHDn136kms1o6npKdxiLgbap6P0DhSz4CfBq4kt2v5HotcBvBUfqt\nPHaPxquyPm3w4Npl3Lp8AYtWruOmxx5nXRbO40aEPzy5gDcfeiT/cMJJu8QGY4S9p4/nvReculNf\n11rL+z/xCm684UGcc8WEWCH3iAFnhdgYnBgcG7L1RJXaes9pJ89m8pETufTGuzb0Bk2GFGZFBKlA\nMUjVECfBRwmGTJRqrNy86hHmjJvKjLapTGvb/mCwZOdz5+/mQz3FT5sAJsIb0DQPu5SiIGYwKyde\nr7iq4H/XxdizY3q61lDPLVM6xvHeAy5hQsfEFo+mZCewiB3wU1ucuavqA8A/7hQzRxGpcyzoWcWa\nRj9XP34ft/9lCY/3rCfXDSfi9abJrx9/lCm33sJFJ71gl9iRJBEnn3gAJ594wE57zVkHTuGa2z/O\nWc/9eHAohdNFgsKfGgUNUuVQiFZLkXf+eA8//vw7OP/SnzD4pIHPhIEqXkVisBVH6iMGXFzqldxn\n3LfmKU7Yaw2Zz8vVvWHA7b++D50wFmMiXDNDcoNrM1CJAcXlDrERRqG6ytMYm5DcMYHDX9zBqnw1\np+11IH97wJlYY7f6XqONkZhbPoSDBpwSBF8iIkeq6oIWpbtUVXXUNx1b26wzf/VSUu+4asG93Hj/\nYnrydDBYUEJ80KMpVz70AG898rmMrbW11OZnS3tHjZ/d9FHOO/GzYWGuWOBTBeMFL4pTjzVmsORJ\nRPCq/OmX93HVhRdx6U13bRBfSoFqoXYRHBpEhiRRstyig0pNSuYsHZUmy+vrWJOtYxplADWc+PIH\nL4fOdiROkDRDc4OvClSTEER5F9qyeMF4qK7w+M6Y/3jhW5nc1Ul7snVFyNHGaPZT5Qx0J6OqzF21\nmN4spT/L+M28haxJUxy64YSs4WSe4bjx8UVctGsW+XYZcRzxkc+9mi9cfEWh6gcYMJkDp+SRxXhF\nzFDtV0CV/adNYFpXhaf6mogBaQAJSCzo0M+IDcFT8WRSH1HPHe1RO6lPywCqxSx54ukweWirgPWY\n2JC3JWyQ1hK0LUYdmFwxTTBLc37+X3/LuK52zCjOG98WQm75iG1Q+LCIfAP4cXH7tcBfJFRbt0Ku\n7L9F5B3ANYTuPgCo6uoW2NISVJX5q5eRFqqmtz28lL48D2tY8szHIcL6rMkTa9eNuAAKoLOrjUt/\n+i7+7g3fLkQqgEgwzQwSG4SQCGISz0CVJLF8/vUv5v/98HqIIHaCa4JWJLilsAFF7h2WoQs/gsfS\nzCO8V6pm9AoLDFf6ezMY2xka5FqDr8SINWHuoQ6xghqDyxSrgFP+9O0PE0XlAt/mGM1+quyDsZNZ\nm9bpzVIAlq3toScr6tA2misqikoQYRiJvOilR/DOC1+yISbMXLHT5IlUUaM4Y3AiIc1PBA+cc9K/\ncPU/voOZE4JycOyEylpDdZlQecISLQ3iFANbWKqADxk3ItCXV0hzoWaru33MJc+ko7sKIog1eBvh\nEov0NrGNBmZ9A5/m+KrBV4oGmarc8od/YkJ3Rxk8bSsjTB52CG8BHgX+HvggsKA4lhFqaHc3KfAF\n4FZCTe9dwJ0tsGOX0ZM1WJf2hwBoE/TmKakP/qg/TWmkm8lkLJ6eWMt+48btClN3CwfO2ZuPXfKq\n0PtwIFtCBHxooaFe8SJ/5aPOPO4zvPTog/n+u86jFlsEqPYLbcstlcUWuxw0AxNtmD6peox4jPHk\nahBqdMelOv5wI6nGUInxlRjflqB5hmk0sH0NtC/DieATwcfhf3r9DR8tg6dtYZT6qXIJfxtp5ilX\nPnEnf1n3NBOrXRw5YR+OHDeDqn2mUlDuNzil/izDipAPfFE2mjMKwtmzD9r1xu8iXnX+iSx7qxpP\nVAAAIABJREFUbDlX/+gusMEh0cwh8ahJsDIky7xwUKpK2sj55Uffxr2PL+FvvvUTml4QsRgPpgmy\nWKkngvbFII7KOI8tctlzD1+ZfzNnTD6GzmTbJG5Ldg1d3V2YWkxmDahiehvQXiGvGFxHBR8Lqg7t\niJh14Di+9+9vx5pyzWY0oKp14N+Ky8b07mZzAD4EzFbVlS14713KH5f9hR88disr6n0cMGYyx0ya\nxelT59AePXMHJBmSJhsZSzWKqGc5blNtLhDecuiRu0zoaHfxwhcdxi+PvY17b3+8SONT6G+GOt3O\nKkZDAt5gpkSRbu6953kH7MNtn/w7XvPVy3l45RoAIrWYBrjFirYb+vs9ZBHETSqdYG2oh/rhY/M4\novsgTp++9T6LJbuPt158Dpd+/UZAYF0fEUre2Ya2R+RVA3i0Zjnm1P34p3edTaXy7JQgS0YWO+qn\ntjqbkcAbReSfi9szROSYZ23pCKWn2eAzc6/mmKsu4RNzf8MPF9zLpQ/+kU/PvZafLbrrrx4/ttJG\nVKQFzJ4wjq64QiTmr1bcI2M4Y8Z+/N2xx++WcewqLvjI2cSVCMlBmjkSW4hjIrEIEmTOtchZLFZG\nX3n6v5KmOTc/tJDMKfQrWldIweQW6Y/QviogSNXgXIU8jXEuwqthVdbgfxfd0dqBlwDwnZsuCmeR\nNANjccaS5QaX52jqkcwgTnjT217I0rU9rTZ3xCE7cGkFIvLT4u98Ebl340uLzAK4nyCCtMfw2yX3\nc9b1X+Jv//gjfrtsEfPWreTKx+/n6w/8gZ8u+OvNtYqNmNoWdkWSyHLI5ElUjKVmYiwmfG9EmNDW\nxhdOeRHvO/aE3TyiXcOHPn4eYou2G4WPkqRC5A1mwC95P+ijVISXnvKZ0NT9iSUsWLUWfNh1Ig8+\nyjYt2ZoYGjWwPshf+wh1oSYqVeWS+de0euglG/Hyt5+ONxbyDJIIbyxGBdfnoD9HmgK50tZe5ZFl\nKze7m1vyTEarn9qWHaivEzKITwU+BfQQmg4+bzvsHlH8Ze1S3nfbD1nU1xtyZIEsA20qD6xbz6Xr\n/0zaNJy332GMqYSUssgYDh0/hQfXLIcEznvOHH7+wMP0pim55iSx5cWz9ucjxz6fiR0jv09EkiRc\neMmr+PQ7Lws/BmshikAKqSsVVMAVYnsRgFd+94cHuPyHt2GLp/gEqIT+QOmEIuciMmFBMANvPYoN\nKY9WuHHZA7z1gJNbNu6SwNS994Jla/C9/fj2NrLE4GsRxBapxogqmoMYpafe3PoLlgxSi2IO32vE\nFed+oPh7dkut+GsccI+I/J5n1kCNSBnzrz/0O7730C2scxsyHtIGkAkPr+/hO/13k/g2zt53Dt2V\nDenOB42ZRFdSZUW9lw+deCJXzr+fmx9/gqZ3zB4/lo+fchozu/esXZOp+0zgze95IZd9/joA1Nqw\n0Dfgowrp6sHJnCp5XVm44Gl+d9fD+MUO0wYahz6KagSxCiYoxookaOZx3uMtWBwCrEj7WjPgki0T\nWVi8AlexuM4ufEXR7kqYiKDglUiFZp6T5o5KXCZqbYnR7Ke25ZtxrKoeJSJzAVR1jYjs8VIkXpVP\n3nsNi/tD8OQ95H0W1DJwql3W0+CnD9+LYHjTQUcRFelJ4yptnLDXTBou5wVT9uN9R5/IHx9fRHe1\nytHTpu9xTddOPuNQXvzqo/j1/94dOr1LqHnRUKqJIeScQ8hk7BO4+Cu/QqqQVILzcs6QZ4p0AB2E\nj3hA3AhQZ8B4vBe8EfZpH9+CkZZszJ03P4RZtTao7iUVxBoitWi/4JspeS0iig0PPbCEA04rpeef\nDfU8Y94IK85V1aXF38dFZB9gf1X9rYjUaG3K+C/YQ5rmrqr38sNHb6fXh5Oqc+D6LKFJUThhPrWu\nn6sevR8R4fwDDh/MgBARprV3M629G4BDXzDiJj7bxRveeRq/+uHtLF+8CqINPgoklGKIYFSHyN/A\nRV/+OY8t7yFJQPsMziguAWpQjz0D3XbFhCBWnQHxeGcGj5UMP+ShRUFpzyW4qsPkCfTkeEnJazE2\nibhn7pO85IzDiW1Z/7Q1RrOf2paChExEitAcRGQio6CPxsLeVSxav2pwoHn/QPBEceIMhU0L1q/h\nsbWrWNK7/hnPFxFqUYw1hlocc/rs/Xne9L33uOBpgHdc+DKMlZBKroqkOdLfJMpyjFM0c2juSPHY\nsQnV3BOniq17yMGqJ3IgQ3VPPM8sMiz+GWKUjxzy0t03uJLN8rEzP4e3Ft/ehuKJY4OJQy+ZJFOi\nfkeeKU88sYYpY0f+jutuZ4QW5xaKdz8D/rM4NJ3WBjD3qeplQy/AiFTg+82SB+lzQUnPe3D9Qzu8\nbvjnP7B2BY+tW82qxh6VubjdvOaCk59Z76SgzkHusc6H3oZOUaes7zY8sWgdkXqsA+M9sXriLPgo\nGSpMqLLh5+Y3XJ/Rvmft5O0J3H7DfZDn0FYhHzcGqSZEIkQO4lyI64pLPetW9zNrr3GDPaFKtsIo\n9VPbEkB9Ffg5MElEPgvcAvzLs7RzxPFU31qqRRGuhu0UEI9EihgNEtxWSdWxttnA6R4fU26R7nGd\nnHLWYdDMoJFhMo+pRoM9oAyKOo8xYHMPqcfUPVEfmKYP+ekKxkOlb8DBCTizoVWUAWuVf57zUrqq\nI09ad48kz8ErppHiG00yUVy7xXdY8u4YRNHUc+KhM8vVvO1gpOWWD+G9wInAegBVfQRo5Rbkt0Xk\n0IEbIvI64OIW2rNd9GZNIrGDghAy2O1VEauIJdT7GKUvb9KXNUup3YKXveFExozvQJyH3CH9KdY5\nrDXgPOoVQckiwuJPwxH1gm14TKrgQTyYHKpp8RtT8E6eMRE0olSt4fLnX9CqoZZshi+/7zvhf9Xb\nwK5bByYna4d0jCXrjiBXbNMRx4YpY8oFv21ltPqprZ5bVfUHwP8DPgcsBV6hqv+7XaaOIKwIR42f\ngVGD92AqYKuKsR4xxdmySDOb1NbOjM4xLbV3OHDRV97ERf/6WkQJXb0beZC5dg5VRSsRqCE3gtYs\nWjVoAjYHcYAqUQRvP+xoDhq7F+ItPhc0NYgaXjnzOdxzzsW89oDjWj3UkgHEYNpqUKsiYzvxGpE1\nFZ96RD20xRhVXvaiw1tt6cgj5BZt/6W1NFU1HbghIhGtXW98FXCZiMwpVh3fA7yohfZsN12VGoeP\nm46o4BVMRbFVj9hihk/YpUdgVtc4xtfaW2zx8OE7N1zIQQdOQlJHiEGlEMAJfso5F+TJI4taQY1H\nUg0BlNsw6dsr6WTO2EkhgPWCzwzqBGPgRVP2546zL2ZstaO1gy35K9YsXwVJhKnV8ES4ukPdYDEc\n2h0j3nPui49otakjh1Hspzab6yciQxtAPA38aOh9e3oDwslt3Rw3YT9uXfokS/PeImVPwFAonXrA\n0h3FXHDIMaU8c8Gco/alq6vK+vX14GnUo0mEimCdJ7NKtC7DG4KTMoKakBbR1m657GNvZNbUiby9\n3s8vH3uYx9au5vCJkzn3wENaPbSSTaAdbfjYkqcZjXqGjouROMJHgvMgzhFVI0z5+3jWtMUxh0+e\n3GoztpebRORjQE1EziAELP/XKmOKzvLnE9IzngReVEjYjig64grjq+2cMGk281YsJ83rg3MQKUqg\nNA++amZHN+cfWE4Eh9LRWePDl7yOd77yUvI0C7tRiUVyh8ahwa7mikYS6nkNIbhSgny5UQ7dfwrf\nev+rWNHo59K7buX2pYsxBl62/0F84LnPL3vcDWOsjXFJFd9ew8cxWVtQC1YH4j1xImh7zN+97bRW\nmzpiGM1+akvFUnexoZ5yBrCmuD4GeALYd3stHgnM6hjPI2ufxqFUjEUhdHAvPhERGJvU+Nopr2By\nx+5tmKeqrOrrp55ldNeqdFWHT1PZsRM6iWMTPqfEosbiNZycMELsFfD41Rl5xUFXEurFEsvH3vJi\n9hoTPstxtTbe9JwjWzqWkm2grx9Tb2DHdhG1Rfhexe2laFcUagwaCnmrjRyZ9GcZ85Yua7UZ28tH\ngbcB84F3AtcC39ndRojIfJ65ojiOUDD0Zwl96Q7b3TbtKIeOncb8VUvJ1FMxFs8G3yQG1HhmdYzn\nqye/gq5kZPdx2hUYI1hxOAgBkjWhZx1gnUetEK3J8FWHdiRBytqGIOq0o/bnn9/1EmqVhBmVhH89\n9czWDqbkWZFrhFfIV6/BdXUhYzswGFwOviakTojLtb5nxWj2U5sNoFR1XwAR+SZwtapeW9w+Ezh9\nBwweEYgIk9u66Yqq9GdB2SASQ6o5IJw6bTavmX0kB43da4uv09do8Ojq1cyZNIkk2jERqkaWceuj\nT3LbwidQVfabNI6JXR3MGDeG2ROHhypdpRpz2HGzufGX88LuEoBRmk1HYgVsiD7V5ZBaXKG0N2V8\nF23VStn1ewRxw4//hMD/Z++94+sor/z/93memblFvVgucgUbGzCmmQ6hQyBAQnoCSUjY5EfK7maB\n9N1NdtlsOqn7TUIIaZtCgJCwdEIvgWBMs7ExtnGXq7p0y8w85/fHXAnbyLawJUu29Hm9ZEuje2fO\n3Hs1Z855PufzwVWX4+IYryuPqxJMu1DsKMKEcigXit2jXhojDZos0f+s9DWUGG5y6nuMwFiq/Cy+\nscQlOrlFCDXGiOGDM47m+AnTmFxRu4s9DTycUzZ0drK5o4tYlfryLI1VlcNKPGn8lHqqKsrYlO8A\n30MR1JFYLhjBOk38C3MQ5gtIfQonUFuT5sJTZtOVK1KWHS1M90mYENNZwFaVE5en8HIQpkK0Pg2B\nQZ1SbBvZ8+wjCXuap/pzR3+Mql6x1QHvEpFrdudg+xpmVI1hZtVYNua7cOowIpjII1UI0CaPvxfW\nkj4gYOa4BmqzmW2e257LccGvf83azsQLwgi8efp0fnjRRbsdz23PLeKVDVtY19pOR7HAS00bOXzy\neDryBcZXVVAWDA91+be+/wQevmcBCsSJrQIm8MA5hIT3qmU+cXUqKag8g5Oke5oKRj0X9hX84Orr\nk9m2zhwmHdDt+6j1cLEFH+gOoconXTPq5j5S0MeKzzYYghWfLaq6U0d5ESnf1WOGGw6orGVMqpw1\nUSsKGGNIqTAuW8H5Uw+lzi8nkB03o4pxzL/dcw/z1q3jyAkTuOass8jsYf5YuGYDDyxexqtbWgg8\ny8xx9Uyuq6a7GHJQQ/0e7XsgYa3h1PMP55ZfP56MYQAYtmnyqQjqYow1FMWBsWTTyXWsfLR42iex\n+pV1aHuIVmZQjfE6crhaA0WPaFMelxIYk4EaS7EYEYzei+y3GKg81Z9PyGYR+Vfgf0sHvBTY0p+d\n7+so8wKunHMqvKA8sWYlmxcXMWoIiXmAlYhZyV8XLeXDx8/lLbNnUZV5jUr3kVtu6S2eICki7npl\nKX96cQFvP2z2G45lfVsH61s76C4Wac3nex2yV21pJfA8Nnd0UVY3PAqomXMmMWVaHUtXN6Ma4XU7\nxDNJsYQhFogLifu7iKWyMkM2m+K5RWs46egDhzr8UfQTuS1FxCZDgWFVGs2k8TUZpC46Ie50UK4Y\nO8qJ2B3so9zynhUfAe4Azh/CWAD+IiLPAX8BnlHVLgAROQA4HXg3Sffx5qEL8Y1jTu0ELj3waH6+\n5Cm2FLrJdUHcZFkXFfjIi7cypaaas2ZN5+xZ05mxXfHy6pZmLvzNb8iVpNBXtLVz1yuvcPullzKt\nbveYDBvaOrh/8VKaWjtoz+XJRSFrW9s5auoEcsWQaXU1w0qF88RzD+UvNz5FmGhD4JxLmny8pq4X\nB0JYl0l8ozyL8T0KYZFsZnjk2VG8MTx8y1PJNwWHsUpUlqVoPFQFV5TkbjivkBbufGIhbzttVPio\nPxjJeao/BdT7gC+TSJkDPFLaNiIwtaKOa446n8Nf+D4WDwxoADExhIYVLe08sPRVjpg4obeAasvn\neWnT5tftS4FfPzd/twqoXDGhEcbO9RZPvT+j5MJwR0/d67CeZdLBDSxb1YxfiFFrUWtQBMIY8YWU\nGHRTkUKNYcrEyQCsaWod4shH0V+0NXeUfFQceA5ChynEhBmDKwIepMSnkI8YO3nMUIe7T2Jf5Jar\n6sqe70WksPXPQxTPmSJyPgm//SQRqSGZynuZJHF+SFX3rReZhGL+3hlHc86kWbz/xt+xeOUWPAc5\noICyML+J9R0diIGqTJqGitcU4T539129xVMP8lHM1ffczS3vv2S34nl5/WZQ6CqGvZT3WB0b2zrx\njKUQRcOqgDr48CnMnD2R5xesxmmMl48TEQ7rgZc0fKJYEgEJB+PGVlJVleGJZ1dw5okHD23wo9gt\n3P6zv4IxEMdEleUUKiuwpb5ubIRiwSTKwZkU+eLwuZ8a7hjJeWqXBVRJbe+fd2fn+wvOvfkngBCX\nOXqU660KWIeLDGtaWihE207K70iJx7e7tyw8saaKtO+RCQJ8awlLCbC6LENtNjts6Hs9ePSBpUgx\nTgon36DdxZK8OWgE6vsUPYMTj4WL12CMMGv6hKEOexT9RD6XAxQxFimEeCkPMh5GDKLgIiXnR7DF\n55/ff+pQh7vvYnR8bI9Rmt+9c6jjGAx8/akHWNyyBRBc2iHG4Ejy0sauHM+sbuL06Qf2FlCxcyxr\naelzXytb2nY7Dq9nlXm7tCcieNYQRg6GEfPNWkPNhHJkAQSFCLUW8QSHQJz4PKYd6Poc+XqfMXWJ\nJ9CGze1EkcPzRlfV9zU0r2sHVUQEcYLNFwk9Q5FEtj7rQ3enQaqEc48fLZLfEEZontrl3byIPEgf\nL4+qnjEoEQ0zxM6xPipCCFtnh1i0VESBbw3jKl8zXatKpzl2YiMPr1y11Y7Aa4LVr27gxKd+wKSx\nNXzwrLmcf8ysfg3Y+p7l3NkHcfeCJbTl8xTCiPqKMo6eMoGqTGabDuNwQF19ik2debAW7SpiRXBp\nD2MTJ43QE6j0McagOUfsGRa/3MTv/28e77tw7lCHv0/DOcdnHr2JBe0LOX3qFN426QSmVx6EZwaO\n071xRUvCS7UQZzN0xxaPpMEXeckcQbqo5FNw3KFTB+y4oxjeEJGjtvoxIyJHstWFU1Xn7/2o9k/E\nzvHH5S+BL5A1iZUNpbzkO1QMnYUCwVbCPEaEMdksrYXi6/ZXn919c/JDxjfw3KomqtIpOgpFCmGI\nbw3jqyqYXFONP8xovM45Hn3glaTJZ5I53BhBCgXE98AJ6iXNIJpDVqzehBHLgVPHjBZP+yrUge+j\nzmFThnzaJ2NMYksTQz6OsWlh1gHVVFfs/t/CKIY/BipP9eeO6uqtvk8D72AECRPf+PJzyTfxjouc\nM2ZNZ3zVtq7VP7roIi696SZeXL8BV4TyFYJxUBCAmFdWbea7tzxC2vc488gZ/YplSn0NH33TsazY\n0sL69g7C2FGRDvh70yo++chtdMchad/ypklTufa0t5D1h25V6lOfv5ivfOpXoIoRRbMBEkY4MTjf\nT5KTSQxy1SkaO2Lgxr88PVpA7QHmN63gfU/8NBE7NBF/Wfk3Frbex4n1s7nkgI9TmRoYtcbVrzSB\ngEuniMbUIJFDTUgkaeIYpNZHRUDcqC/KyMJ3tvp+PXDtVj8rMCIab3sDty1dCCgUtr2hj1EsSXNv\nQnUljdWv2WyICJ8//XQ++qdb2VprzLYKxQ1dnPzpHzKmupy3HH8IHzjzaFJ+/5ou1WUZLjriYB56\neTmROjKBz4yGesZWllNblqU8PYyWn0pIpSDfDeJZXBhhQocrNfhUII4dcaUP5Wk6Wwog8ELnav7v\n/ue58MzR+ZiBRD4K6Yq6CayhzCvDyGAUqQKFImRS5NRiSFZsVRK/r0wE3eWOz33ozcNKNXIUg4IB\nyVP9ofA9s92mx0Xk4f7sfH/AlnwOEUGt9lFEGarSPh+Y+3q/omwQ8KdLEj751T++jQdZhtvq6eqg\ntTPH/c8t4fTDp2NM//5gjREOGFPLAWNqaero4OtPPMxtSxejkjjPdxci7luxjH9/4j6+fepbdve0\n9xjHn3IQR550IPMfWYr4gssXcWUpJE68NowB1x7iLGjGR1MGjKO1o5uWtm5qqvrXAcoV23lo46/J\nxW0cVX0BU6tGbmJb39XBux++HusrEDI21cXMqlYqMjFrCvP4zYpr+OTM7w3IsW74zz+A9dBcN7LF\n4FWWoUUhrhZICdrtcGUGI4a1W9qYNKZ6QI47kpD1fQ4fv28N56rq6UMdw9YQkTuBT6jqiqGOZaBx\n0/IFUFI13QZCss3Ah447itR29hmnTZvGH97zbj579z1s7OwkWO3QDmghWZXqzrXyi7ufprNQ5NNv\nPaXf8UysreLSE46kI19gVXMrhSiiJpsl0iJvveXXrO1qZ2x5BZ864jjOO2DWHp79nsEYw0c+dQ4/\nvub/kpcvdEjKw1oLqkQCWh5gfA9ixbkIsYla7HW/fYzzTp09arkxAHh63XIue/J6MBHVQY6aVI7z\nJs7k4onvYkLZ1IE9mHMQ+MQ1VUg2hSqExqBlBpexiIDtCJk+ZefWNKPYFiM5T/WHwre1mYQBjgb2\nrVdrD3DJzCO4buHf6cyGaEgvmdFiCTzD1ae+ifqysh0+X1VZvq4Z3ZoEGcZ4HcmL+dAdizjljkX8\n02Wn8p4Ljul3XMubm3lizSruX7F8G1EJBOJIeWzNKrqKxSGbjTLGcPkn38yzj/wIDR3q+0gYgzFo\nFAMexhqcCOolw7qIIAh/fXwR7zr/6F0eY2X7Am5Z8xUiCgAs7XqKg9pO5G2TPz+4JzdM8a3nHsD4\nIekgmbXrpJKFnWkmulYmlbWxsbCKF5ofYk7taXt8rK62QtIFMBaTTuHyBaJJZWi5hSBR5pOiw3qG\n5vbu0QJqN9Adhjy/bt8azh2G+CVwr4j8Cvimqu430+EZ65eaew6i7Tr2Ihw7cQKHNPQt4HL0xInc\n/w+Xc/NDz/PNRQ8SbcXSV4VcPuTJhSvYfNpR1FftOL/1hYp0ikMnjCUfhfxs/tN895kncKX9b+7K\ncdVDd5ILQ94+87A3dsIDjAveeSy/uf4eOpqK2JTFRRHOOSTtA4LkIjCCOkE821untnfkaW3PUV87\nvGjz+xrWtLfy/sd+jvUEXwxW80wqb2dZ5xP85tWlXHHQV6kKBkb+ftO65oQxkc2ibW3YfBGtzGA0\nmXuLiz6uymAqUixYsZ4jpzcOyHFHAkZynurPOukzwLzS/38DriJx7h0RqM2WcdWRp1BVlsbWCjZt\nyfqWsw44gAc//GHef/jOVzxEhOqydFIfAKjib1FsqEisKOCA7/3yYW664+l+xeRUWdXWxsq2VuKt\niRhb1VGxDr0Z3Ma1zZjYocYmXHIEoyRCA3GM4hABryvE644wBUcq8Ljj/oXk8ru+z7lr/fd7i6cE\nytLOJ2nOrRusUxq2CF3MvetfwLcGr0RDcWrIRWnWdNfQUkjhgAXtjw3I8eLuIig4z6KFIi7lQR40\nVtSBStLVcyWO+Sh2AwqyB1+jAFX9I3AkUAnME5GrReTKnq8hDm+P8PHDTiBrPWxFT3JJ/vOwTKyq\n5Lvnn79L5bu/L15FouO6FfIxZnPMqvkbuOTT1zP/hRVvOLa17e3c8tJCfvLs07hYkyRXOkh3MeaG\nhfO3bfwNAXzf42e/uzJZsCuGqG/RdFASkUgMdW1HiOmK0EKUeN45R+yUpSs29vs43cV2frv8C3xv\n8Xv54eIP8MC6GwbvpPYRFOKIs+66FrERVopkbJHqDITOYgU63EZ+v+JrA3a8Z+9/EcRgOjowWLQq\nQ5QJyDekKI7JQp2HUcAKK9c1kyvsN32WwccIzlP9ITgfrKr5rTeIyPAjNA8iLjt0LpfOOpJnNqxm\ncnk14yvfWDf9nGNnsmJ9M21NXaRzSdWqCsQknTmbZL8bbn6Ks085lOrKndPXIueI1VGdTlPhp8hF\nEdvrfBzVMGHIlfk623NgkqIpTnlYBQ0jNIpxZSlQwYQOIoGigkLYVaSzK8+6Da0cOGXH8tdOHV3R\n69WkHDFLO57g2Mw7B/PUhhwP/fUF/ue794AqV3z6PE46YxYxRbb3/lOgEAd0xFnGSUTKZPrc3xuG\ngsukkChCPcUEaVwgid+XCGqS91NTwrjayl3vbxR7HSIyCfg1CaPAAdep6vdLrIMbganACuDdqtoi\nyWDA90k8M7qBy/oati09bqKqrt4rJ7JrhEAXiQ5cBTD03aUBwNxxjXzm6Dfxkxefos0v4IVweHUj\nnznuZA6f2L8OejblY43gSs08umNSOU3+hoH2jpBP/efNvOP8OfzLZWf3i2pejGNe3rKZZzc0ETr3\n2mi2UqIXQku+m1gVb4i7K0teXI3gEhW+CMTTxEA3BDWCqhIbhaBUiDoIfMvv/m8es6aPp7py59dT\nVeWXK/6Fzui1gmte65+JNM85jZ8YzFMb1pi3YTURSsYKQWBxWJrydbRE5Ux1zUwqb2dTcQ2thfVU\np/ac8LRpzWZAiVWIAx9t78aUBzgRnCeJEItnMEVHS0f3np/gKAYMwzlP9aeAegI4arttf+tj234N\nz1qOmzB1t5773jOOZMvGVv7w+3m9ZU5P2jAxOFEwQneuQEt79y4LqMBaKoIUU6qqmVVXT/eGkK6w\nWOojCjPr6/j2qeftVqwDiTETqpESF19EUBcly+hl6URAQkg8N1RxYYzJxWg2Jp3yCfydd06NGAKT\nJecK2/1GaEj3T5RjX8UlF36DjU1duNIC8n9/8WYOO6aRKW8ZwzrWQ+8nIYECoo60yXBMzQB9LgIP\nigVMRQYpryIILEGbI27rIqpME1X5uLTB96ChepTqsjvIBj6HTxhUtnQEXKWq80WkAnhGRO4DLgPu\nV9Wvi8jngc8DnwPOA2aUvo4Dflz6fxuoqorIn0no3kMKEXkzyYDwbcBRqrpf3R1ddshcLjtk90V3\nzj/uYOYtXk1Tayc0R6QLpeuGKM4ANimk/nTnC7z1zCOYPqVhl/vsKBRQVXxrCKylGMcHBdo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kAy/+SRuLf3fLUD79zVjkUkLSJ/F5HnRWShiPxHafuZIjJfRJ4TkcdEZIdOdCIyWUQ6ReTqrbat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NZafPY8aIoQS+ewC+sG9UeDhbtnfw3Xvmk8vpPhOpeTWaT6kGahAtWbUunPk9CEcy2l2IMiAN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1286fd4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(14,6)\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(l2.lon,l2.lat,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('Longitude (deg)')\n",
    "plt.ylabel('Latitude (deg)')\n",
    "plt.colorbar(label='Water Height (m)');\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(l2.x/1.e3,l2.y/1.e3,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('X (km)')\n",
    "plt.ylabel('Y (km)')\n",
    "plt.colorbar(label='Water Height (m)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read GDEM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l2_file = join(data_dir,'L2','L2v1','ohio_gdem_example_v1.nc')\n",
    "assert exists(l2_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cant Find range_index, or azimuth_index variables, assuming 2D-image image coordinates (like from a gdem)\n"
     ]
    }
   ],
   "source": [
    "lonmin =  -83 \n",
    "latmin =  38\n",
    "lonmax =  -82\n",
    "latmax =  39\n",
    "bounding_box = lonmin,latmin,lonmax,latmax\n",
    "\n",
    "lat_kwd = 'latitude'\n",
    "lon_kwd = 'longitude'\n",
    "class_kwd = 'landtype'\n",
    "height_kwd = 'elevation'\n",
    "\n",
    "class_list = [1,]\n",
    "\n",
    "l2 = SWOTL2(l2_file,bounding_box=bounding_box,\n",
    "            class_list=class_list,\n",
    "            lat_kwd=lat_kwd,lon_kwd=lon_kwd,class_kwd=class_kwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VvjtVWcdNSaxq0pynVFiJSMl2v+L2zjsKDrKKNZTUmjWvjRdmfBjb+5vZeGA7\nYKq7r5m1/zDgUGAecLe7H2tmWwJnAL2BucAx7v7PiLfdwt3bcne6+wxgIjDRzLSatIjEp95uodSx\nNOcpFVYiUp5CCwRH7ZcqirVqvRK4ALiq47uZbQqMBdZ291YzWyo8NB3Y3t0/MrM1gfuALs2U2cnK\nzBYDlicr/7j7M1EJTUSkKkrJR8pZVZbOPKXCSkRKtus6w7n+2azugIUGAeuOVXxi/ADg7o+a2bCc\n3QcBZ7h7a3jO1PDrs1nnvAz0NbM+mfNymdmpwD7A23QuzTerVvwiIhmHbfwd/vLIM0XPU7qKQUrz\nlAorESnZZ1/OWvCkWJ91iUX/Xi2svXjN+66vDGxkZqcDc4BfuvtTOefsBDybL1mFfgx8293nxhSn\niEiHg7bamCsefYaZEblKxVR80pynVFiJSMkWXaTPgidFiiqtYxWPWfPaeL6yvutLmtnTWc8vdfdL\ni7ymF7AYsD7BbEk3mtlwd3cAM1sDOBMYXeR9XgIWBaaWFbmISDc9efpRfDT1c7b805VJh5Iaac5T\nJRdWZrYQMMfd55fzjUSk/p20y47c9Px5Rc9TS2DcKvoJT3f3Ud18zRTgljBBPWlm7cCSwDQzGwLc\nCuzl7m8XeZ8/AM+a2UsEU9kC4O47dDMeEZGS3fXMs113Zjf+KWnFIJ15Km9hpXVHRCRXU1MTCwHf\nFDhH+Sl+Xvu7gbcR9C9/2MxWJphdabqZLQrcDRzv7v8u4X0mELQYvgi0xxWsiEi2u54PP0vnu3Y6\nSl5VltY81VTg2EPAtwnmc1/G3Zd396WAjYD/Esznvkd3v6GI1Lenfn8UNxywMwaRm9SAW/lbEWZ2\nHfAfYBUzm2JmPwPGA8PDFrzrgb3DVsFDgRWB35rZc+G2VN43D1ohz3f3h9z9kcxW8c9DRKSAk3Ya\nvWBccNQGGjNcbSnNU4W6AmrdERGJtNaw5Rc8KbSSvVRd/169GbHEsrG9v7vvludQl4Y0dz8NOK0b\nbz/ZzP4A3EHnLhbFp+0SESnTuit+q+gCwVI9ac5TeQurTFEVrjic62t3b9O6IyIplzszoOUck6qb\nNW8uz3/2UdJhlGud8Ov6Wfs03bqISANJc54qZfKKZwgWyfqc4GPTosDHZjYV2N/dJ5ceq4g0jKjp\n1jUYuDbqtGh1902TjkFEJIpSVpWlNE8VGmOVcS+wjbsv6e5LAGOAG4GDgYsq+eYiUseKXTTr9KJa\nDwoNFSg2TbjgAAAgAElEQVS2JcHM9ggnRMp3/Ntm9n+1jCltRrfs2ml75J7Hkw5JpKYKFU4qqqov\nrXmqlDtWo9z9wMwTd7/fzH7v7kebWZ9CLxQRkSqrz4WZlyCYvnYyMBmYBvQlGFC8MTAd+FVy4TWu\nI7b5Na8+8E6X/aePPZ+Zf/uGbffaMoGoRGrruKtuAxYUUJoEMGYpzlOlFFYzzOw4ghk2AH4CfG5m\nzWi63EhH7nQ8r9zxbsfzsx4/gZHrrZlgRCLVZxS+bippxaNfr96MWDK+QcFxcPfzzOwCgj7qGwJr\nA7OBV4E93f1/ScbXiLZs2qXLPmtu7vT8vJ/9TYWVpMI3c8I5CMKkFZmflLSqJs15qpTC6qfASQTz\nwwM8Fu5rBn7czbgb2pMPTeaE0Wd32X/sBqex43Fbc/Bp+9Q+KJEY5SuuOloF3TFTtqqm2fPm8vy0\n+hsUHC4u/0C4pZqZbQ2cR5BHL3f3M6r13lEFVYbPn9+luBJJg9/vui0bnHJZ0mGkRprzVNHCyt2n\nA4eZ2cLuPjPn8FvlfuNGUkrL4G1n3qvCShqPF2jkM5j42PPsvNHIWkaUCvXXw0Iywt4eFwJbAlOA\np8zsDnd/pZL3bWtrY5s+P61GiCINKMxUunjWTFp/1EUnrzCzDczsFeCV8PkIMys6aYWZ9TWzJ83s\neTN72cx+F+7f3MyeCRfoeszMVox47TAzm521kNclWcfWNbMXzewtMzvfwuZwM1vczB4wszfDr4t1\n4+dQli2bdsnbOujz58f97UWSVcLkFb0XUut49eVbmrnUTRL2XeAtd3/H3ecSdLMfW+mbllpUKTdJ\nGlmme0VPmSmh4aU3T5XSFfBcYCuChbJw9+fN7AclvK4V2MzdZ4YLCT9mZpOAi4Gx7v6qmR0MnADs\nE/H6t909qqn7YuAA4L/APcDWwCSCAWX/cPczzOxX4fPjSoizLIW6W4ikRpFBVn1NhVW19evVwsg6\n67ueYWYruPu7xfY1uOWAD7KeTwG+l1As/PWECfz8tL2T+vYiNdHc3Jw/X6m4qro056lSCivc/YOc\ncRJFm7zc3YFM18GWcMu0DwwI9w8ESu6EaWaDgQHu/p/w+VXAjgSF1Vhgk/DUCcDDxFRY3XnZvSWd\np/7s0tAKtfaFrYOj11m9hgGlw+x5bTw3vf76rocmAt/J2XczsG4CsSQlqjm201+SmR1A0IDI0KFD\nYw1m4pmT2P+UPWlqKmX1FZH6ZOaacKmG0pynSimsPjCzDQA3s97A4QQzZBQV9iWfTDBV4YXu/oSZ\njQPuMbPZwFd0Xtk42wpm9mx4zgnu/i+Clr4pWedMCfcBLO3uHwO4+8dmtlQpMZbj/J//razXjW7Z\nlfvbri9+okg9KJShNJetZDGzVYE1gIFm9qOsQwMIprNNkynA8lnPh5DTwOjulwKXAowaNSr29vQf\nLr8Pt394VdzfRiQx4/4c/H4XnHBJd65SrVp5qpQmqgOBQ1hQ1IwMnxfl7vPD7nxDgO+a2ZrAUQQL\nDg8BrgDOiXjpx8BQd18HOBq41swGUEJLXzFmdoCZPW1mT0+bNq07L+0wbIPyWxCvO+f2sl8r0pMU\nq5tMSSo+9bbyIqwCbAcsCmyftX0H2D+xqJLxFLCSma0QNlbuStjVvhIPtN9U9mtnT51b6bcX6dFe\nmDar43FjjejpwVKap0qdFXD38mLseI8vzOxhYAwwwt2fCA/dAHTpV+furQRjtHD3yWb2NrAyQWE3\nJOvU7Ja+T81scHi3ajAwNU8sFbcEXvLIWWzdsmtJ53p7O5bVxeKK465jt6MrHqcskqjpn30JFJ9u\nXWLi9fUTdvfbgdvN7PuZrtxp5e7zzOxQ4D6C6dbHu/vL8X9nC0bwu3fppj7uz5pNUESqLKV5Km9h\nZWZ/oUDd6O6HF3pjMxsEtIVFVT9gC+BMgltsK7v7GwTTzXbpVhi+doa7zzez4cBKwDvuPsPMvjaz\n9YEngL2Av4QvuwPYGzgj/BrbraHmksZNhR85Xc320nje/viLjsf1demsf/16tTBy0OCkwyjXW2b2\na2AYWfnH3fdLLKIEuPs9BJMv1YZldU6xrm30Pz5kh5qFIiKNL815qtAdq6fDrxsCqxPcXQLYhWDc\nVDGDgQnhOKsm4EZ3v8vM9gcmmlk78DmwH4CZ7QCMcvcTgR8Ap5jZPIKJMg509xnh+x4EXAn0I5i0\nYlK4/wzgRjP7GfC/MM7Y/Oj4rbnlD1GTWIStgpnHOSbO0AJ1Uv++t+a3kg4htWbPa+O5aR8nHUa5\nbgf+BTxICZMgSfec98KpHLH2b7v1mr9PuSCmaER6mNx2brUKxibNeSpvYeXuEwDMbB9gU3dvC59f\nAtxf7I3d/QVgnYj9twK3Ruy/gwVTuk8kmJUj6n2fBtaM2P8ZsHmxuKrloNN/Fl1YWYG/VINFFlkk\nvqBEauTkq8I/4exEpSRVO/V7I7y/u8e2DEbarb7mql13Wv6h1JpMSVIj6pqZ2RfmrrWW0uezqkpp\nnipl8oplgezftoXDfdINx15zIPfPVRKTxjDxufe6XjS12KIUd5eZbZN0ENnMbCkz+6GZHWJm+5nZ\nd80KVCMi0ljCvDUHLY8jQIV5qpTkcQbwrJldaWZXAs8Avy/3Gza0Arl4zY0jWhJF6lWxqdYlPpXM\ntJTQ/5twbOxXwBEESWu2mX2VtT+JmDY1s/uAuwkmVhpM0O39BOBFM/tdOBttXRl98KZFz7EmA2ti\ndG9NWiHpULRDhcPlB8Y6giRdUpynSpkV8Aozm8SCleF/5e6flBd2Y3mg/Sa2bCr8h2hNwZ/zXkOP\n5v6519YiLJHYFVtoEYdvq1tFLPq1tDByqfoaFOzuPfGXYRtgf3f/X+4BM+tFMO3uluTplt5THXPB\nwdx/0UPBk9zGvib115X0efy1t0o6b/FFF445kvRIc54qNCvgMHd/L/xmn5Azy56ZGbCcu0+JeHn6\nFEpg4bEZMz5n8cUXq2FQIsm57fhxSYfQkGa3tfHcp/XZtmVmuavZA3wJvO/u82oZi7sfU+DYPOC2\nGoZTXVG9JyzrS9bxI390An++5bSahCWShAP/eicQrK3Y0SCY08agJofqSnOeKtQV8Gwzm2hme5nZ\nGmE/9KFmtpmZnQr8G1itzLgbxi5/2KZrEsskMGvqdGy3ZQ+tYWQi8Zj85rvg4QLAeW7dK0lJHhcB\n/wUuC7f/AtcDb5jZ6CQCMrNFzexwMzvHzM7PbEnEUi0b771u152ZadYzOSl8+uo97/LBe2oflQaW\nlaM6FhvI2SeSpaI8lbewcvddgN8SrER8IcHUg7cD44DXgc3c/YFKo693Bxy3b9edlpW8mmzBBmzV\nb88aRidSfdO+/KbjcacVcZSkpLj3gHXcfV13XxcYCbxEsM7hWQnFdA/BeiUvEiwlktnq1gnjj8Wa\nrKMrOoR/q2bBg6ZwWZBwFttxqx2fTKAitZLTEJjJXcpXEuE9KshTBcdYufsrwG+qEGRDyyQvbw8+\nWXb8oXbqDqg/X2kMx13zQPQdqszAK/2qx6oe+65nWdXdX848cfdXzGwdd3/HkrtG9nX3o5P65nH5\nwf7f59HL/tOpuAIW5KKcn/edV9/H9ntuVaPoRGoo31TrylmxSXOeKjp5hRR3f9v1jG7ZtWsCg8iC\naquF9uK+b66qQWQi1edRs/ZkJyglqlgFfdfrduHF183sYoJuFQA/Iehe0QdoSyimq8OF6+8CWjM7\nsxalr0snXHQEoy9/IvpgRF664MC/q7CSxhRVWClnxSrNeUprdVRLZjxVx1b49K2W2rs2cYlUmRVa\naFFTrddGnU1jm2Uf4C3gSOAo4J1wXxtQfJ7weMwFzgb+w4JugE8nFEu8iswKuNXCykvSWNw9+uNY\nTs46aNOo+QqkIinNU7pjVSU3TbuEXQYduGBHVv91iKizZtUkLJHayboYLr+Q2mykK3efDfwp3HLN\nrHE4GUcDK7r79IS+f2zun3tt17WquuQlNdVL4xp5xJ/zH8zKWQftsHH8wUhdqDRPFf30Y4E9zOzE\n8PlQM/tutyNtcAMHlrKOpHVqMVTroNSbB597DSj+Uezu04+IP5gUswq2JJjZjeHXF83shdwtobAy\nXqaBm7pGbLV68ZOUl6TBqfmg9tKap0q5Y3UR0A5sBpwCfE2wYOJ6ZcTd0CJbB7NlkldWi+EuIw7g\npucvjTkyker4xfhJHY/zLhKc/G38htavVwsjlq67QcGZSnu7RKOINh94zsweovMYq8OTC6l6zr7z\nBLbquzvunf8wu0yylJWXdlxtP257dXxtAhSpkXw5K7J7u1QkzXmqlMLqe+7+HTN7FsDdPzez3pV8\n00Z207RL+PHSB3UdHNyUWTuk8/6v321j3rx59OqlXplSJ7KSUEeiyl58VGI1e14bz9fZoGB3/zj8\n+r6ZfQtYyd0fNLN+JN8l/TbqeTHgEtz19ZVst8g+JeelOR+68pI0hjwz2GbPV7HVmt+qbUwpkOY8\nVcpAiDYzaybz+clsEMEdLIkwcOAAFvp27s8/z2yBYVLbbokD4g9MpBoiBpkaQYufiqoaqtNBweHs\nezcDfw13DSH5ouYld5+QvQF1PSNgrpaWFhZdvRfd6XCz3eL71yAykfjMmzcveJB7/cvJV6fuvX1t\nA0uLlOapUgqr84FbgaXM7HTgMeD33YwzVW55eUJQNDVlVroPD2RaBZuaOrcQurP1YuNqHaZI95Vw\nMVxqoZaEgkuPeuu7nuUQYEPgKwB3fxNYKtGI4DIzWyvzxMx2A05IMJ5Y3PDMhM4L1ketb9XUtOAu\nFnD4tr+tcZQi1bPxUX8p6cN7nz7KWXFIa54qWli5+9+BY4E/AB8DO7r7TWWFmiYW/npkVrgvpr1d\nxZX0fO0UTVR/3E+tf7FywK38LVmt7j4388TMepF4+yQ7AxPMbLWwpfJgYHTCMcUjKhflWTAY4I3H\nPuQ3Pz4j5qBE4vFNVCHVg+6MNLQU56m8fQbNbPGsp1OB67KP1fviiXG7b+aE6NmVmiJq2ayEtvVi\n47j388tjjEykPOdff1f+S0tmsJXDiJXUXz1O/VtaGLHMMkmHUa5HzOzXQD8z25KgiLkzyYDc/R0z\n25Wgq8cHwOhwut2Gc/v0vzJ2yZ936zWTH3iLY39yOmfd8JuYohKJSWbQSm7eyp7FIvHP8I0pzXmq\n0GCsySwY3zcU+Dx8vCjwP2CFciNOi2XXXoKPXvgs7/FgEGXXv+qtF9+fe2dcFl9gImW44pE3o2dV\n8s6PRxx+Lv86/ecMWKR/7YJLkVltbTz/8SdJh1GuXwE/A14Efg7cAyTSkmRmL9L5t3dxoBl4wsxw\n97WTiCtOffv2jT6Q1eAXlZdeuP9drv3Tbfz0FzvGF5xIteUmq6iGQd21ikWa81TeroDuvoK7Dwfu\nA7Z39yXdfQmCaQhvqSjklLji8XMKn9DRBYMud7K2XvIAWltbu75GpCfK6Ri90W/+mvdUSS93b3f3\ny9x9F3ffOXyc1Eeb7YDts7bvEXQBzDxvSPfNnFD6yVl/01edfhdPPvpi9QMSiVHkDansKQEtaAw8\nb+J9tQtKerRK81Qpk1es5+73ZH3DSYCWqC7RpK+uKH5SVL/3dmfscocxZ86c6gclUgHL7Zue/eub\ndUU54W8TaxSR9HT5FlxMeIHgz9z9/XxbGPfCCcUWq/3O3qm0Ey3rD9rhxB3PZ6fVD4knKJEqam9v\nz66dOov4yDX+kVdijkh6umrlqVLmZZ9uZicA1xB8nNoDyN+/TTppampi0/3W4+ErJ3cs0NidLr07\nDjmce6drAWHpAXxB13QLn3vWMYxgqdXmYNedz/+P02oeZOOr077rmQUXDbgb2CbBWDJuN7PngNuB\nye7+DYCZDQc2BX4MXEYw7W5D+clBO3DFcbfi7Z1XTunUDTB31sDQN1Pb2HrJA5SXpEf76e/Cnlth\nkjKy5kTI8yHsnQ+mMHz5IXGHlgppzlOlFFa7AScRTLkO8Gi4T0r0q/MP5eEJ+0X/LefujLh7NWbQ\ngUyadkkcoYmUZPbs1s5FFTld07PvfWcVV1J99dh3PXMHCMDMWrOfJ8XdNzezbQj60G9oZosB84DX\nCZLq3u5eXz/obrj3qyvYesC+Zb/+9ivuY+y+W1UxIpHqeWPqN53Wq/LMf4wFk1o0hY/D/PXDs2/i\n+fOPqm2gDSrNeaqU6dZnuPsR7r5OuB2hGQG7745plwRFU/YGC6ZlL8C9nR+udXD8QYrkcdyldwCd\nf1M7HpfSoViqq04XXuxp3P0ed9/d3Ye5+0B3X8LdN3D30xu5qMros3Q3+k/kNPpdfIy6+koP5nny\nVeYa2JTzXKovpXmq6EciM3vIzP6Zu9UiuEbSu3dvzvjHLyOO5FlXJKcbxpxP2rn9Og2ulGS88tqU\njsddfmPr/CIo8TOz72Q2gils18nZJwm4/c3xeRr8Ov4TPo8uwMYMOjD2GEUqEfmbm/vJd34NApEe\nr1p5qpSugNnVQF9gJ4LuEtJNI0etzs4njObm3z9Y+MQ8jYiXHHkbY3dT1wupvRk5rUidfkW1DogU\n96esx58A2VOmOrBZbcORjHu/HB8sTp8ZbxW11mJGxLirMUsfxKRPL44pOpHKKUVJiaqSp4oWVu4+\nOWfXv83skVLeXLoad8yuPH7bM3z0SkRvyjytgtmUxCQRhe5KzaO0Jhqpiv4tLYwYXF+Dgt1906Rj\nyGVm9wAHu/t7SceStNs/uZCxyxSZ7a9Aenr2iZdZ53trVDcokUpF5S1VWTWR5jxV9OOQmS2e9bQJ\nWBeor59WDzP+32dx9I4n88ojU7oejGgRNOvcgtjW1kZLS0tc4Yl0X3ZxpYkrYjWrrY3nP2r44T+1\ncCVwv5lNAM5y97aE40lMnz59OObKfTl7nwLLgxRo+Pv1DheowU96loiiqhmY72iCpRpIc54qZdj5\nZODp8Ot/gF8QrEhckJn1NbMnzex5M3vZzH4X7t/czJ4xs+fM7DEzW7HAeww1s5lm9svw+Srh6zLb\nV2Z2ZHjsZDP7MOtYT5jON69zbjuZ9bZds2vf9lwR+3cYcnjM0YmUKStZrT10ieTiaGQerCVW7iYB\nd78RWAcYADxtZr80s6MzW8Lh1dzmYzfkxJsP6nqghJ4UABedenWVIxKJSe4ECSqyqi/FeaqUwmo1\ndx/u7iu4+0ruPhp4qoTXtQKbufsIYCSwtZmtD1wM7O7uI4FrgRMKvMe5wKTME3d/3d1Hhq9dF5jF\ngmngAc7NHM9e1LinOvWaI7np/XODu1RNXSes6CTn2O4bqriS5HXKR1kjL3v3Mq7+5V61Dkd6MAss\nn3QcOdqAb4A+wCI5W+pssPm6bHvgRsUb/KDLsTsveDzm6ESqaD5Bt8CsJPbz0ZpHJ+2qkadKGRnx\nOJD72/afiH2deLAa7szwaUu4ZdoJBoT7BwIfRb3ezHYE3iFIelE2B97uCeuhVGKRRRbm3umXsvWS\nB0Qetzwdgme8rflDpGdoJshRqyy9MLtsti5br7caiyzUL+mwGlb/3i2MWLb+emO7u5vZbQSNYokz\ns60JBiffAXzH3WclHFKPcNgf9mbXI7dhzzV+U/C8qNw0ZpmDmfTJRXGFJlKxTL4COt1a6NvSzMHb\nbZxARI0pzXkqb2FlZssAyxFOOciCIX8DgP6lvLmZNRN0IVwRuNDdnzCzccA9ZjYb+ApYP+J1CwHH\nAVvSeVbCbLsC1+XsO9TM9iLouvgLd/+8lDh7gl9csTd/2ndC552dpr7taszgQ5j08YXxBiZSgmbg\n2hP3pVcvzWIRt1lz23jhw7rtu/5fM1vP3Uvp9RC33wC7uPvLSQfS0wxaelDBBr9Cd7La29tpKjSz\noEjCMsXVkv2bGTRwAKftsS0rLj8o6bAaSprzVKGr31bAH4EhBK16fwq3o4Ffl/Lm7j4/7LY3BPiu\nma0JHAVs4+5DgCvoPJ1hxu8IuvXNjDiGmfUGdgBuytp9MfBtgm6HH9N52sTs1x5gZk+b2dPTpk0r\n5Z9RE1tuvyG9+zdj1rRgy1RUuUmsxD7vIlVVZAE/FVVSgk0JktbbZvaCmb1oZi8kEYi7b6SiqrDL\nnzmx8AkRqWjbZQ+NJxiRKmoG/nHG4Vx//D4qqiRXRXkq7ychd58ATDCzndy9oiXW3f0LM3sYGAOM\ncPcnwkM3APdGvOR7wM5mdhawKNBuZnPc/YLw+BjgGXf/NOt7dDw2s8uAu/LEcilwKcCoUaN61BC5\nO/53MWOWjhg8XMCJB57PKZdovJXELOovJXufan0pzZikA5DSDRk6pGNWWvdgnatOs9TmaeR7/aV3\nWGXN4bHHJxLl0WdfSToEqW8V5am8d6zMbI/w4bDsmZJKnTHJzAaZ2aLh437AFsCrwEAzWzk8bctw\nXydhS+Iwdx8G/Bn4fVZRBbAbOd0AzWxw1tMfAi8Vi7En6u6UtU/d/npMkYjkKHTHqkc1UaRA7v+L\n7mwJCsfELk8wsdH7BBMQqd9YDzZp2iXQZB09KToUmGzpyC0jO4yI1MSRl9wXPOhB175USmmeKtR3\nZ6Hw68JR37eE9x5McMerOQzoRne/y8z2ByaaWTvwObAfgJntAIxy94J9D8ysP0FB9vOcQ2eZ2cgw\ntvcijjcG69o98B8T/8PmO30/oYAkFXTHqsfo39LC2svV36BgADM7CRgFrELQFbwFuAbYMMm4pLBJ\nn3a/N4VIogrlLOWr2KU5TxXqCvjX8OGD7v7vnG9a9M3d/QWCNUJy999K5ynSM/vvIJidKXf/yTnP\nZwFdFshx9z2LxVQvupvE/njoNTzx0PP8+oIDY4xKUs0LtKVozF9NzWqr60HBPyTIC88AuPtHZpbK\nqc0bTk6jnyZXkqSsuji89hldi6tMqnJUXMUszXmqlFtbfylxn1TRpE8v7ryWSJE1Rf5168uMWe6w\nGkYoaeHuC3JQZCug1/2CfnUnxi4WZjbezKaa2Us5+w8zs9fDBd/PCvctYWYPhQu5XxD9jp3MDZfi\n8PD1CxU5X3qI7nZTF0nK61FFFXS+BipnxS+learQGKvvm9kvgEE546tORutU18Rya+f5f1mgwFJx\nJdW25c/P7VhFHYi++BW6oyX15kpg6+wdZrYpMBZY293XIJgxFmAO8FvyL4uR60Yz+yuwaNgt/EHg\n8moELfG78vmTow/kyUnKR5IIJ8hJuVvWcd2wqntX0kPzVKE7Vr0Jxlf1ovNq9F8BO5f6DaR8l99/\nduc7VUXuWonE4Yv5Cx5bbkLKKrhGjTuHH/3y/FqGJjFw90eBGTm7DwLOcPfW8Jyp4ddv3P0xgsRV\nynv/EbgZmEjQf/1Ed9cvTZ1YepmlC/ek6JKfnDHLHcYnH02taZyScvka+qKKLKlLPTlPFRpj9Qjw\niJldGc6KIUnqRkHV1tZGS0tLjMFI6njnx7m/jZlfz/99MY9R487h6cuLThwqZUpoUPDKwEZmdjpB\ncvplOYsnmtmZ7n4c8EDEPqkDkz65iDHLHFzaye0OTca+653K3R+cp4WDpWbMI3qUZSWu/1tluVqG\nkzppzlOlrOg5y8zOBtYA+mZ2uvtm3Q1Wum+nQzdl4gUPdes1O6zwCyZNUSOwVElYSBVs42vPetyE\niqsYzW5r48UpFQ0KXtLMns56fmm4vl8hvYDFgPWB9Qi6SgwP+6F3x5ZAbnIaE7FPerAh6y7BlGdm\nLGj5L6Hhb9vlj2DShxqeLTWQ+bXs/HTBfoPTD9y+xkGlS5rzVCmF1d8JFvLdDjgQ2BuY1o0ApQLj\nfrNz8cJKrYBSA/mKK3VOrbHK1/mY7u6juvmaKcAtYYJ6MlwuY0lKzAVmdhBwMDA8ZwX7RYB/R79K\neqrL7j6VMYMPUdd06dmyCyzrvH+TIxZMxvLgOT9n0QGaR6eqUpynSvlEvoS7/w1oc/dH3H0/gmpQ\neoLcokqJTmJkEVsX7VE7pc7dBmwGEC7w3huY3o3XXwtsT7CkxvZZ27ruvkehF0rjmD9/fvGTRCpk\nUR/qC8w8t8XRf0UaQo/IU6XcsWoLv35sZtsCHwFDuhGoVODoH55V2okqqCQmRbsBSk31693C2kPi\n67tuZtcBmxB0xZgCnASMB8aHU9vOBfbOdK8ws/eAAUBvM9sRGO3ur2S/p7t/CXwJ7Ba+ZimCruUL\nm9nC7v6/2P5B0mNs962j1E1daqJQ3jLoXFw1wR7Hn881fzi8FqGlQprzVCmF1WlmNhD4BcH6VQOA\nI0t5c6ncq08WmDckc7cqp6gavVd3756KVNcDZ++fdAgNa/bcNl78IL6FF919tzyHIlvs3H1Yqe9t\nZtsD5wDLAlOBbwGvEozhlUaT3aNCjX9SA0+99FbH4y5jrMjfdf21afPiCimV0pynihZW7n5X+PBL\nYNPwm6qwqhVrBnK6T+SscJ/t1rfOom/fvl32i5TjgylB1+TMlOodCarIZ6TFFit5kXJJl9MIupI/\n6O7rhOuO5EuQUs9UVEkCrnvg2S77iv72tVPawBhJi4ryVLm/Spruq0bG//f4zjuKJCgVVVJNPzrx\n6k7NfR3jqgr0DdRHqBqIcUX7mLW5+2dAk5k1uftDwMikg5IqU1ElCXnj3Q/Ket0Ju25Q5UgkrXmq\nlK6AUXSlrJHBQwZDc3PwJDPwN98sgPq/ItWW5wJnhDMtW9f9UgPJJ55yfWFmCwOPAn83s6mA+uA0\nooiC6upnT0wgEEmTT2eWNy54xy00J1vVpTRPlVtY1e+Pqw5NmnI+2692OPO+bi5ypvHZtM9YYtAS\nNYlL0i27uMr+CLXJiGHJBJQS/Xq3sNbyNV94sVrGEizceBSwOzAQOCXRiKS6zLoUVX0WN2574byE\nApI06tR9vUiLnxoEqy/NeSpvYWVmX5N/2Zp+3YtRKnXnq+czZkiBGWvCRLbHd07hkFPHst0+Wr9Z\nqqDgtEqdE5IB5xy2Hf+3zsoxB5VucQ8KjkM4LvffwLPunhk0OiHBkKRSzc0LelFAwS5/rZ/XIB6R\njHHb/qkAACAASURBVJzu6zi4qqeaSnOeyltYubtGn/c0ZgtWus/dn+XC397OJ9NmMO6YnWsUmKRO\nVjfAY37yf/x4q+8mGk7a1OFnhCHAecCq4cKLjxMksP+4+4xEI5Oy/OaKvTl93wlBcZXJQVqsXpKW\nrzEwous60bukSurwZ1uVPFVuV0BJSokDgSee/y8VVj3QpqPP7Hjc3AQP3ntcgtEUNmdOa/AgN1Fl\nz2FrqKiSotz9lwBm1hsYBWwA7AdcZmZfuPvqScYn3fd/W67LmL1fZ9KE/yYdikhRuXeusj9J/Wq3\nHyQQkfQ01cpTal4SqZHsogpgfnvXfT3JvY+/GN3653keS+3U72xL/QjWQhwYbh8BTyQakZTt8NN/\nWryxT7MCSq0VuN6Zdy6qzjhgDDttqbU/Y5HSPKU7VnVksSF9+XzKnJLP//Vef+b3V2nJsZ5g193z\nF1Djr5zEfvuMqWE0pfn9hEfzj7LM061C4tevpf4GBZvZpQSLK35NkKAeB85xd42+qXNHnLsr5x15\nXfTBrGvEmOWP4CdHbcY+R4+tTWCSOlM+nt41Z2WeZ/0uPjVeKwbFLc15SoVVHbn2P2cyZvkjSj7/\n2YfejTEa6Y5Pp+U/dvW1L/TIwgrPM21tpqhScZWI2XPbePF/9TUoGBgK9AHeBD4EpgBfJBqRVMX6\nm6/FeXZ98CQzBtg6/tPJDef+kyUHLcJ2e2pyJam+Hx1/Vf6Dylc1leY8pcJKRAoyj5iyNmKadZF8\n3H1rMzOC1sANgF8Aa5rZDIKBwSclGqCUbdHFFl7wpIRufxf++nYVVnVg27FnMmt28PiIQzZix7E9\nfwFd7/hPloi8JRKlWnlKY6waiWVt0iNc/fcHi4+j6qn/v7L6OlvO88zx3+ypQb9SGg+8BNwDTCKY\nbenbQOm34UUkdpuOXlBUAZx34b969HjgDIvqut4zxuxInahGntIdq0aR++E8T1cMqZ05c+YyfsLk\nouc9dF/Pmxlwzpy5XfZ1/DZl9Vkfu7kG/dZav94trDW07vquH07QArgh0EY4hS0wHngxwdCkGiL7\nDOf3zuvvM3yVb8UWjpSvUAE1a1Yr/fv3qWE0ZSgyi+3CzTWOJ6XSnKdUWInEZMwO5+Y91nHtN9hk\nqzPB4OEeNPX6xvtf0N3PSlIjs+e28eL7ddd3fRhwM3CUu3+ccCxSdd27WhyyxTlM+uC8+MKRWOy3\n//lc//djkg4jUmtrW/5ZbLOKq4N+vGENo0qvNOcpFVb1JtOHPWqh4M4nxh6KlCe7qMreucnWZ7LL\n2LU45KBtEoiqDKq6pETurmm4GljTQKddU5E0vE+ntycdQl5Hn3EF0PkGVYes4urHo79Xw6iknlQr\nT6mwqld5C6ysT+vNGkJXVxxuuv1FWnobB/ysB8wSmLXeh0fU6SrdkxM5lkAkISUVVboF3uPttV/+\nXhYAe/70OzWKpPueentmp9+vjl+3rEpLS6rVVlrzlD551zuz8GqRNWtFk3UUVT/b5oTEQpMyOFx7\n0wuJhjApYmFgy5nIwoAVBvfwvvaNrH4XXkw1MzvZzD40s+fCrU5uTxfRVOATa/aESh2pSp9we5K5\nc9vYdPSZfDCl69jabPvtvWWNIuq+qA/xFu7vWBRY17/aSmme0h2rRpSVtD56dVaCgUhePfhzxckX\nPQDzc5r+mqxLyNefdUgtw5JQv94trPmt+hoULJ2c6+5/TDqIajrp7/vxu93+lnQYUqattjun+EkG\n7777CSusUKfXHk21XlNpzlOxFVZm1hd4lGCxrV7Aze5+kpltDpxNcLdsJrCPu7+V5z2GAq8AJ2cS\nkZm9R7Aq8nxgnruPCvcvDtxAMPjsPeDH3V0tWaSaVlxhEd569+uuB5ro2S0yuUUVQLsHrdJKTomb\nPbeNl+pvULA0sFeefito0Cs69hd0Aakv2d3p9j1wAhjcPfEIFlqob5JhdXLHI08DxXubLqFOFjWT\n5jwVZ1fAVmAzdx8BjAS2NrP1gYuB3d19JHAtUKiv2rkE88jn2tTdR2aKqtCvgH+4+0rAP8LnjadQ\nl4uI4+feeXiMwUghl/31YJZbduFO+zbbeKUeNftfrra2tgVPcn/V3MOtpiFJBKtgk8QdamYvmNl4\nM1ss6WCq4an7Xg0edHRNj5L1G6jxv3Uh8lLvsO1O57HJ1j1nXavTL3+043Gha9xJh+4QfzDSIa15\nKrY7Vu7uBHekAFrCLdN7ckC4fyDwUdTrzWxH4B3gmxK/5Vhgk/DxBOBhoOd+gq1EkwV3EHL35Vhi\n2QGsuuaw2sQkka65Mrq73N8u3oOfHXRN1wMGG34vufVdNtrr/OInuUYBJ07FbY9lZg8CUX1gfkPQ\nsHgqwf/BU4E/AftFvMcBwAEAQ4cOjS3Wajnhkn0Zt9FZC3ZkT67kdL5eqKiqf2HPhf0PvYzLLtg/\n6WgCuRNXWOfnAOuPWLGWEUlK81SsVzgzazaz54CpwAPu/gQwDrjHzKYAewJnRLxuIYKi6HcRb+vA\n/WY2OUw+GUtn5p0Pvy5V3X9ND9NknbccN790Ktf8++TaxyUl+fbw5Xj4vuPYbOOhnZppfrLjSE7/\n3a5JhxdogEGkDamSAcH6/xk7d9/C3deM2G5390/dfb67twOXAd/N8x6Xuvsodx81aNCg2v4DyrDc\nt5aNPpB7ByurqDpi5z/EHJWUoj23kTZXvjY0hzffmlH1eMoSNXGFN8bdj7qV4jwV6+QV7j4fGGlm\ni8L/t3fXcVLV3QPHP2dhYQEVWzGxQEUBFbGRkjJQARsLxQ5swAAxCeMxeMTAeMREEYklRawfFiEh\nio2igo2w1J7fH3NnuTN7p3vueb9eozPfW9/LzM6Zc+83eF1E9gP6AF1UdZaIXA/cRyDZchtIoIPv\nSql+ZfwIVf1JRLYFpojI56o6M3ylSArtSqDbqS3jn5ivXr16GayJSZdb+53Orf1yXYtQ1dqpq6vQ\n+XN84fYzsl0t46hTu5T9GvqzU3ChE5EGroknTwLm57I+ufTFJ8tzXQUDlMTqXlAIVCE4xZYz2FKg\nHMuscsTPcSorowKq6p8iMgPoDDRz7lxBYLCJco9NDgG6i8hgYHOgUkQqVPVhVf3J2eevIvI6gSt+\nM4FfgkFLRBoQuEvmVZcRwAiAFi1aFExevGLFb/z96/rYK1oTLZOkw04fVhWcqppSRPg47V6oI0MV\ngdVr1jH/W392Ci4Cg0WkOYGffN8CF+W2OlkU9gO+Vl2LVfluu23hlzzPf1udPqx6YXCwJahKrnbb\nzkauyCY/x6mMNQUUkW2cO1WISB2gPbAIqC8ijZzVjnHKQqjqUaraUFUbAg8Ad6nqwyJST0Q2dfZZ\nD+jAxit+Y4FznOfnAG9k5sxyo2eLO2KvZEmVSUVl6Mvg/B/AxltYahcAjUmWqvZU1f1VtamqnuC6\ne1X4ot358Fj2wkeDMlgZk4i3Jt/IwQfuWPW6Xr1Spk+6gZf+F6Wbep4EgjXuF+46VQYHWwoEr96n\ntMtmtYyPZfKOVQPgGRGpQSCBe1lVx4nIhcBoEakE/sDpuCsiJwAtVPXWKPvcjkCTwmDdR6lq8I7X\nPcDLItIL+B7okYmTMv62du161q7dwCabFNfVr8efnwR4NwMUZeMQ8QLvP9cn6/UzYQrmXrvxlfCB\nlSIkW4d02Ju6detmqVImHoPvOcuz/NXnL6H7mcM9l3Vq28izPO8otG25d65r4T8+jVOZHBVwHnCA\nR/nrwOse5WMJ3HUKLx/gev410CzC8X4DivaSxH7tdmf+tK/jW1ls1KV027BhA8d0GBJSduYZB9Kr\nV4cc1Si9Rr6xsauHSPTvw5IS+3zlkp/brpv8tGaN675BlDtXXS84kov7n5yFGpl02XrrzZgx6Ube\nmvkZA++aUFV+5cWtOPnEw3JYs4BYc1cBcc6vZtLJz3EqK32sTOqGPHkFnRvanYJcCU+qAJ4f9WlR\nJFaH93C1UQ8bpKJKJRkeQ9TEq2LNOhb4tO26yU8fv7s4rvVOuaR1ZitiMqZNq/1p02r/XFcjxOFn\nhPWvCuZPedJM0c/8HKfsp1IB6fuY9616wBnWtsTuVmXA7NlfRVzWtl212QLi8uVXP3LTzS8xvnxO\nstVKWUXF2tCkCqoCk0S4wDfjqcszWykTH58OY2vyz8zy2dzRa2TsFUU4t3UcfYWNiZMqUAlSGSFm\nOWVdD40wHYDJLJ/GKbtjVUBadTyIFgv3odt+t0LlhkBhSY3cVsoHrr3ulbTta+7cb7j6hperXs/6\n6FuG3j+JKeOvo2bN7L6X7Xo+FPI6vEmFaNgki5VQVlZcfcsKVoEHHlM87r742dgrOQMrrfsnw5Ux\nvtH9omGhAy6pazRbV6sLAfpdcXrW62fwbZyyxKrAVHX4tYSq4LTpeG/EZcccO5S3JkUZgSnNjug+\ntPp3noQOTwvWoiJf2ftiCoZ7tFprUWHS5Mc/PQqDo9ZGatJussqv//yWWBmTgjGvXxHXenPmxjnw\nSIZVVlZyVI/7qi8QQBURCSRcHkHp5fvOznwFTUx1apXSxOYRM8ZEsGHDBn7//V+22WazXFcl4yJO\naG9yys9xyhKrIvXTT8vZYYdtcl2NvPbj0t84+6zHql63PGRn7r63Z/UVN7hmzQ0bEW+zzerFPE5F\nxVr6XB/WnDDLX/wfffoFfe4IG3QzgToIsPOO9nnKB6vXrmPBN/7sFGyMiS6832/9+vD6azflqDaZ\ncfgpYX2DIw22pHDYvv78cZ9rfo5Tdl++SH00bWGuq5DX5s7+OiSpAvhw1g+0a30X7Vrfxbff/AJA\nu9Z3bfzOVjYmWcD0abGD1eBho+l8wv3VylWz01dzwaIfOPKkofQZFEiqwvtQeREIOWcByuybIr/4\ntFOwyT+jF94Z34rWDDDjvAZT+usveOaZSTmoTWYc3mNYte+ySLEM4P6bz8x4nUwEPo1TdseqSB19\nfLUpxIzLNX1ejLq813lPhrwOaW6woZKJk66LeYw2Hbz7VKn7STCDEVCnKV4qZs/9hitvezX0OBA6\nOZX7EME6eDSfcL+cNuqalOpl0kij/5AwJpvq1q3LkNGXcH0370lkLaHKvWeenc0553RMevu//vqX\nzTarm3J8StURrlFsndbrIf2BQ74WK+2jl1M+jlOWWBWi8NntPZzeYhATl1Sfe8k4vP79okxsCaGJ\nRu3ataKuGzOp8ljQpvNgZpQnNoDFu7M+p99db0bed7DSqqGdyCNVzmOVodcem/OAaozJX/sd1Ijt\n96jPz9+szHVVfGvmzPmxV0pQj9OHseL39VWvy0ph4rjsDbLkdkSPYd4xznVxMDxMzXz2qsxXzJgw\nllgVoxgJgt8t/nyp94JKTcu/3Qkn3Rs603u0pCTJjrbfL13OWZc+HbKbwLHCXoccyzU4hWt1DVvH\nXd/3X7428cqZjKpTu5Qmu1u/AZNfjjvrSJ4YVJ7ravjWgIHj0ravnufez9Jla6uVV6yDK695nP/c\nd2HajhWP5cv/9Iyp1eJXmNJS+4mbK36OU/apK1TBBCB458WSqbhd2vuZjO171Ki3+Gdl2Fd9MCDE\ncceodad7o961+vvvfznurEfDNwt94dXULwkzR12d3IYmo1avWceCr/3ZKdjkr+U//ZXrKpgI6sUe\nY6nKzHcWeCZVQZ8t+D0NNYrf9Hfncsv9U8JKw2KqjQSYd/wcpyyxKnSWUGXdqJcu9SyvrKzk8ZGz\nUt7/sIdGc+0V3aqVH33s4NA7UyJpCSZeV/3+0/+ErE9YbBLg07brJn9d3L8bbzz5Qa6rYTy8OTb+\nUQFvuyN9d75SMXfeN1w2cHTMr7qQ+OVKsJ68vXvG6mbi5NM4ZYmVMR7q1K3BuAk30q71XSHl/fp3\nYbvtNvfcpn3HwRtngvfqNBtn88A3xy/hzQmDmTHxBgAee3Ico0YvDHxHhdyNijyTb9QmEtEGqhBh\n6rOXUadOWcT6mTzg04BljN+ExyCAqW/1rdbvVTZUbvxaqLExAJ1zdsu4j+XZNzjL127nLPyOy28O\nTE8SOgCT63lYDHPHu2Dxvo13zVQVTbx8GqcssTK+0r5V7KGBn3/xIrbffisAps3oF9d+qw1zGy3B\ngoiDSajr2dGdB0fvMxVlP1U8FkVKukY/chbbb+/PNtGFpE7tUprsYe+TMcXOK6kCaN/mbgA6d9mT\n6244pWq9qu92Z1qQxvtuyznntI15nPc/WET/28ZWK/eaLL5mmkfaU1XWrlvPp7O/5Pp7JoQuTKBZ\nu1hzwLzi5zhliVUBOqrb3rwz+vNcV6PgBJOqaHdzWrfZsyqpipfX3CHxCY0EGucw6B6bJqxqsEDg\nvdGxh443+WP1mnUs/MqfbddN4duwYQM1algz43SYOGEJEyeEJl/usDD80Qti7mPE4xN54ZV51coj\n9d1dr/DLr3+w3bZbJFzfoA0bNqAqtOm+cfj0atODEEiWPONiDO+/ZIMu5Zqf45QlVgWo37296Dz6\n+lxXo6AMvif6vFXB7+pbbjslof2GJ1Vec2nEMw13Qu3IY60Y5zrvvmYJVcFSn7axMPkt1lQgJcIJ\nTW9i/AKbCiSWP/74J6lpQRKhqp5JVfSN4NSzRyQ8NQhAq65DgrsI32VAjOlBqvWn8hhj3ZKqPOLT\nOGWJVaES8e2HNhmTJ3wV8torNO22W/2E9tm27d2hBcnM9RRpkwwNSgGWUBljMsgruXIlA5Vrslyf\nAtW963+8F6RpWhCAtuF9qjI0X2GrEzYm0hH7TaWBTQ9i8oElVoUsRnI1b853NG1uHTjj9eDw+Obm\nUFXaeTX/i2cS3hDR1o1jP+5mERGaDrr38s4Yu8tZLKwrgclrNlpt3mtzTAoxLI6pQQAuv3448xZH\nmTQ6jf2i3n/Fkqp849dvAUusCl2k5EqE5x58gyEjr8x+nQpU3bq141qvfYw+VXE12wv/4eF+GSGw\nCaEDAQJVLSGiHc8SquJSp3Yp++7RINfVMMbkgZ7nHMxzz3xUrfzl0VdE3KatV1IVlMAFwmH3jeHa\na06sVl5ZWUnr44duLCgBSHB6kCjNASF0FMAZo65KYMcmG/wcpyyxKmLz312a6yoUjMkz+sZcZ+qU\n2dx9V3ngRaQA4QQDr+Rq70abs2hJHJNoJnzny8XZrNFewpNDrclfMVpdsY6FXy7LdTWMMTl2402d\n6dDpANq0bcb55zwRKBQYP/Faysq8LxT++WeUO0hB8U4NMnkx098bzPjRN1SVLf1xOWf0Hhm2v+B/\nEp97MdKFSnHq9p7dqcpLfo5TllgVgwy1i/aTkpLII0ysXbuOzh2HhhaGT5rhIXzR8EcuBgJNKGJK\nMLkKrnrJOQdz+smt497OGGNMfolnWhD3VCC77rpt3FODnNzt4eqF0QZYijE1yMpVhEwNUiWBnyWJ\nzrsINpqtyV+WWBmDK5CJcMnlrenW43AqKys5pl0cSVAcpk+5qer5jPIb6XrKvfz1d+L7iRSA3nim\nN1tskdjgG8YYk1ZxD19qIoknqXrgwTMS3u/69Rvo0DHCaIxxjl4bFDoEeoItLNyJUpybievJu5ZQ\nmTxniVWB2nmvzfnhyz9zXY3io8rwh2ew+57bct01r8SxPjGDQ+uj96hW9sbLN8Z358qD+7fLzPE3\nRFvVFCv78WryUK2thbXL7cOZLHdS5ZWjCvDYyF7skcTEqxGTqnTx6P+bltELbHqQwuXTrwJLrArU\n8Ddv5Li9Y/QLKtImgk89PpkXnv6QWmXw+LOXssOOW6Z1/6rKdVe/7NG0IfF/zx13hFtv7uG57JST\nm/DyawuSqKElVH5Wp3Yp++7pz07BJr+dfW57nhg61aYCSROviLP77tslvJ+TuyU7iX11mXpnqyWS\nTry1hKow+TlOWWJVoKL1CSpmxxxxR9XztRVwzimPcsb5LTmvV4eo202cdiOd42jWFzVoJNjkYZNN\navPcs30iLr+093FViVW8LWjenmAJld+tXuPfTsEmv3Xt1TaQWNk8ixkjCV7gqzbfYmAn6Wu1GWsi\nX4j77lXI9CCvW0JVyPwcp/z567wIiEj0H/nOsqVLi+eD3eP4OzzLRz31YcxtS0trMnVm/6jrJBJk\nYsWIAw/YmrFvRE6q4tqnBB5bb1mDtyfcYEmVAao+Fkk/Yu5f5CkR+VVE5oeVXyEii0VkgYgMdpX3\nFZElzrKOqZ+hKVQ1a8ZxrVZg1aqKzFfG51TVO6mKpDJCeQlh04G4nyfYtyoaZ1fvjLnepggpAn6O\nU3bHqtCFXxkM+6K7sO0DTPwiPQMw5Nqfv6e+j6kz+3t2Dvb8zk+yjfj229dj6NAL4lp3qy1r89vv\na6peBw835c1rKS21P08TQWbvBjwNPAw8GywQkTZAV6Cpqq4RkW2d8n2B04AmwA7AVBFppKobMllB\nUwAi3rUSKipWU7duWdarVOgmTos+Ia9b1PkWo0wLUiWeSZ6TmBok0jEtmSpCPo1T9sutGBRpX6pM\nmTqzP+PGfsgDQ6d4r+D+94ySXHkFiAkTrok4f4iX0aOu5szzHuXHZf9UlT0wuLslVSaistql7LtX\n5tquq+pMEWkYVnwJcI+qrnHW+dUp7wq86JR/IyJLgJbABxmroCkcwe/SsB/gvY+7m1ffHxxhI3+6\n7eYnY64TT1z49ttf6XWea18xfh6ExzEhMIrtX3+tpuup/6m+MA3cu5n5hiVUxcjPcSpjv95EpAyY\nCdR2jvOqqt4mIu2AIQRuMK8EzlXVJRH2sQuwEBigqkNFZGcC2en2BG5cj1DVB511BwAXAsudzfup\n6oRMnZ8pTD/99Adnn/ao98J4EtSwHwjuLXpf1CqhpCro+ZGXJryN8a+K3LRdbwQcJSJ3AhXAdar6\nEbAj8H+u9ZY6ZcZsFPbd+u/yCOv52Hszf055H6+9OpNHHnkvtDCOlhfuxdMmB+6K1a9fh+kTrqdt\nlxijCUa4axWrD9fMsZZQFTM/x6lMXhZfA7RV1ZUiUgq8KyITgeFAV1VdJCKXAjcD50bYx/3ARNfr\n9cC1qvqpiGwKfCIiU1R1YXB9VR1abS+mKNStV8KqfyM1BI/tyksfY+H8FWms0UYvvXwZW2+9WUb2\nbUw4Sa2FxdYi8rHr9QhVHRFjm5rAFsChwMHAyyKyO94/2WzUAmMyoH2rO6uSmNfevJrNNqsLQNfj\n72blyigbxtmsvVZp6OAYJSUlTHqjDx273p9Ufb2Sq5lvWkLlF36NUxkbvEIDgn/qpc5DnUfwF2h9\n4Cev7UXkROBroGo8alVdpqqfOs//ARbh46ujj026KtdVyKqXxiY/SlD7VndmJqkS6Nf/BEuqTCFZ\noaotXI9YwQoCV/hec77XPyTQYmBrp3xn13o7EeE73Zgq1ny9mgF3nBDfiqqgysnHPwBAuzYxkqpo\n+wlTPuGmamW1a9dKYucbBQcjmDn+BkuqTCIKNk5ldFRAEakhInOAX4EpqjoLuACYICJLgZ5AtR6W\nIlIPuBEYGGXfDYEDgFmu4stFZJ4zWsgWaTuRPLXLbjvEXkmEtyZ/lPnKZEFZWS2aH7yr57L58771\nLB8/9n3aH3ln4M8r+EiTK69qw7TpfWnXrkn6dmpMLJriIzljgLYAItIIqAWsAMYCp4lIbRHZDdgL\niD1Mpyla2zRMvDl0Mfrx+xX89lv8Gc+RrfZP+Bjtjr6rKtGqergkkr5On1Y9qQp6cEi3pPYJ8Pb4\nG3jb5l30Hx/HqYz2kHdG3GguIpsDr4vIfkAfoIuqzhKR64H7CCRbbgMJNOtb6TVng4hsAowGrlbV\nv53i4cAgAm/JIGAYcL7Htr2B3gC77LJL6ieZz5x/u8FXjKbN4oNzXJn0qFj9t2d5n0v+x5T3bgYC\nw8x2OOquwHOvlStJ+ZJCt+5N6XrioantxJgklJWVsk+jzHUKFpEXgNYEmmIsBW4DngKecoa2XQuc\no6oKLBCRlwn0hV0PXGYjAvrbrrvtyvJvv4i8QpHfrHr1hbd57OF3QspeHteHLbaoF3Pbiy5tzWOP\nzojrOBppRL4kRuqbMjn6naRm+++Z0P7A5lz0Oz/HqawMPaaqf4rIDKAz0My5cwXwElDusckhQHdn\nDPrNgUoRqVDVh53+WqOB51X1Ndcxfgk+F5HHgXER6jICGAHQokWLwu8LEGlI27Av1rVr11OrVuGP\nNPf5/D8iLlu27B8aNNiUDke6hlNPaJ6NOAKSCANuP5Gjjton/v0ak0YVFetYtDhznYJV9fQIi86K\nsP6dQPU5DIwv3f5YL7o0ijAseJE3AVy9ek21pArglOPur7rwF02P046g7TFNOfWk/0RcJ90/WqLd\nqYqkWt8p523df+8tefi++KYaMcXNz3Eqk6MCbgOsc5KqOkB74F6gvjN+/BfAMQT6SYVQ1aNc+xkA\nrHSSKgGeBBap6n1hx2ugqsF38SQgZNKwYjDuuZk8Mmh81esDj9qNulvAqj+iz2VFiTB8yBiu6t89\nSzXNjbO7PxjyWiHuq3fxzEI/5s0+bLppnWSrZ0zapNgp2JiMCZm8Pkpcuv3qx7j1gYuyWLPMO6F9\njBH04rDVVpvS95bjuHtQ9WvDocmMbCyMEuKixbZXX4l/RNrN69fiz7/WhuwX4O7bunLYYXvHvR/j\nH36NU5nsY9UAeEtE5gEfEehjNY7AkOijRWQugT5W1wOIyAkicnuMfR7hbNNWROY4jy7OssEi8plz\nvDYEmhwWjRXL/whJqgA+fecbVv3ualftDmhhyv/3SaarmL+87ugl0Neqe4/mTJvRz5IqY4xJRDAm\necSlDyZ8nYMKFYZ2xzRj6sz+nHhy4v2u4iHA9Ol92XLL+AddGvNSH2rVCn0fjzpiV0uqjAmTsTtW\nqjqPwOAS4eWvA697lI8l0MEsvHyA6/m7RLg2o6o9U6hu3ut5RJRZ1IO87s7EM3u6ATZ+sNT1eurb\n/XJUG2O8lZWVsk/jzLVdN8bk3pIlPzHmtc+qL/DsV0XMu1ZuE8uTG51v8ljrN2Xi4+c4VfidoRp1\njgAAIABJREFUbkxkxZ5Uhd+Ikuovk7kTLcDQB0+lefM9kquXMcYY3yktg3UVqe+nfasIXUHi7aMW\npQn8tOl9k6yVMSYellgVG1Wo4d3Cc87HS2jeIvHRffKSV8YU5ySI0TQ7YCeGPXB2ajsxJoMqKtax\n6HObKsqYfNPvthMY2Ldaw5uEREyqIKkR/9xeHX1l0tsakwg/x6mMzmNl0ueeUefFt2KU79y+Zz+V\nnspk2Qv/m0mXVoO48sLHoFKj34aKtMyrn1WYqTP7W1JljDEpemLqNbFXKsIRAo9s1dSzXOL8pRU1\nqUrB1tvUZdr0vnEN+W6MSY3dsSoQzVrE0UG0yOLUunXrObbV3VWvF83/NfAkxat24cZPuYHatUvT\ntj9jMkoVieNCgTG5suMu28W13pIvv2fPvYprPskxk6/jxA5DQ8q0EuZ8soTmB3m3GGl/pEdClabL\n3pOm3EDNmjXSszNj4uXjOGWJVQF5aPxlXHHsI9FXKonwbewkIrdd9V8GPnhxmmuWGe6kqtqfZ6rJ\nVQmMmXANm2xiI/2ZwlJWVou9G++Q62oYkzznu/uK4x5l4uI4BmYqIF8t8Z675/orXwyZy+rffys4\nseOwyA0w0jCR/bXXd7SkyuSEn+OUJVYFJOqVvQj9qsJ9OOX7NNUme1K55hFpAIupM/unsFdjcqei\nYi2f+7TtuikgcU5ev379emrWLJ6fItde+nzEZcP/M45LrjyOyRM+ZshdkzJXCRHGjL2KTTetm7lj\nGBOFn+OU9bEqMBO/uLdaWY8rj4x490ZFAg+oehSSpOobtpG4Hs2b78zUdy2pMsaYdPn+y585bv8b\n6dzoRobcMGrjAvccVl7zWZUIH7w9N3sVzbE5s3/gmCPuYMid5YGkUzWu/r9B8bTRmDL9Jqa91deS\nKmNypHguE/mIV3L1yqMfVAtakb6uO+3bj/KFd2WgZnlMhEkz+1ISqamkMYWk0K6QmKL10mNTeHrY\n1KrX08fMZfqYuWy/Ry1+/npdoDBKs+27Ln+ViYsOynQ188LXX/zmvSCRpu0R1r3+ho506uKPf0dT\nIHwapyyxMnnpleenpW1fj4w8n0aN/NnW1xQn8WnAMvnHnVS5/fzV2o0vvJKGYp9nMVFxJlc2kb0p\nFH6NU5ZY+VSnJv0pX5CZoV3T4fGH3qtemOBgFTvtuikjR12VphoZkx/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XAAAD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a47ef98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(14,6)\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(l2.lon,l2.lat,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('Longitude (deg)')\n",
    "plt.ylabel('Latitude (deg)')\n",
    "plt.colorbar(label='Water Height (m)');\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(l2.x/1.e3,l2.y/1.e3,c=l2.get(height_kwd),edgecolor='none',alpha=0.3)\n",
    "plt.xlabel('X (km)')\n",
    "plt.ylabel('Y (km)')\n",
    "plt.colorbar(label='Water Height (m)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
